{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "81ae1a8a",
   "metadata": {},
   "source": [
    "### 一、导入库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d487ec2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "import missingno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a9d1686c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1444037 entries, 0 to 1444036\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count    Dtype  \n",
      "---  ------         --------------    -----  \n",
      " 0   user_id        1444037 non-null  int64  \n",
      " 1   merchant_id    1444037 non-null  int64  \n",
      " 2   coupon_id      865468 non-null   float64\n",
      " 3   discount_rate  865468 non-null   object \n",
      " 4   distance       1444037 non-null  int64  \n",
      " 5   date_received  865468 non-null   float64\n",
      " 6   date           639086 non-null   float64\n",
      "dtypes: float64(3), int64(3), object(1)\n",
      "memory usage: 77.1+ MB\n"
     ]
    }
   ],
   "source": [
    "data_train=pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\09\\小课\\数据集\\train.csv\")\n",
    "data_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac4958bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 204844 entries, 0 to 204843\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   user_id        204844 non-null  int64  \n",
      " 1   merchant_id    204844 non-null  int64  \n",
      " 2   coupon_id      81811 non-null   float64\n",
      " 3   discount_rate  81811 non-null   object \n",
      " 4   distance       204844 non-null  int64  \n",
      " 5   date_received  81811 non-null   float64\n",
      " 6   date           129681 non-null  float64\n",
      "dtypes: float64(3), int64(3), object(1)\n",
      "memory usage: 10.9+ MB\n"
     ]
    }
   ],
   "source": [
    "data_test=pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\09\\小课\\数据集\\test.csv\")\n",
    "data_test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecdfa7bf",
   "metadata": {},
   "source": [
    "# 二、数据描述性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a056440",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>merchant_id</th>\n",
       "      <th>coupon_id</th>\n",
       "      <th>distance</th>\n",
       "      <th>date_received</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.444037e+06</td>\n",
       "      <td>1.444037e+06</td>\n",
       "      <td>865468.000000</td>\n",
       "      <td>1.444037e+06</td>\n",
       "      <td>8.654680e+05</td>\n",
       "      <td>6.390860e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.689131e+06</td>\n",
       "      <td>4.103973e+03</td>\n",
       "      <td>6998.555189</td>\n",
       "      <td>2.492586e+00</td>\n",
       "      <td>2.016029e+07</td>\n",
       "      <td>2.016035e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.123587e+06</td>\n",
       "      <td>2.407392e+03</td>\n",
       "      <td>4156.569793</td>\n",
       "      <td>3.558444e+00</td>\n",
       "      <td>1.593196e+02</td>\n",
       "      <td>1.421340e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.016010e+07</td>\n",
       "      <td>2.016010e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.843454e+06</td>\n",
       "      <td>2.099000e+03</td>\n",
       "      <td>3200.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.016013e+07</td>\n",
       "      <td>2.016022e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.696004e+06</td>\n",
       "      <td>3.532000e+03</td>\n",
       "      <td>7610.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.016021e+07</td>\n",
       "      <td>2.016033e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.528249e+06</td>\n",
       "      <td>6.424000e+03</td>\n",
       "      <td>10323.000000</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>2.016042e+07</td>\n",
       "      <td>2.016051e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.361032e+06</td>\n",
       "      <td>8.856000e+03</td>\n",
       "      <td>14045.000000</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>2.016053e+07</td>\n",
       "      <td>2.016063e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            user_id   merchant_id      coupon_id      distance  date_received  \\\n",
       "count  1.444037e+06  1.444037e+06  865468.000000  1.444037e+06   8.654680e+05   \n",
       "mean   3.689131e+06  4.103973e+03    6998.555189  2.492586e+00   2.016029e+07   \n",
       "std    2.123587e+06  2.407392e+03    4156.569793  3.558444e+00   1.593196e+02   \n",
       "min    4.000000e+00  1.000000e+00       1.000000  0.000000e+00   2.016010e+07   \n",
       "25%    1.843454e+06  2.099000e+03    3200.000000  0.000000e+00   2.016013e+07   \n",
       "50%    3.696004e+06  3.532000e+03    7610.000000  1.000000e+00   2.016021e+07   \n",
       "75%    5.528249e+06  6.424000e+03   10323.000000  4.000000e+00   2.016042e+07   \n",
       "max    7.361032e+06  8.856000e+03   14045.000000  1.000000e+01   2.016053e+07   \n",
       "\n",
       "               date  \n",
       "count  6.390860e+05  \n",
       "mean   2.016035e+07  \n",
       "std    1.421340e+02  \n",
       "min    2.016010e+07  \n",
       "25%    2.016022e+07  \n",
       "50%    2.016033e+07  \n",
       "75%    2.016051e+07  \n",
       "max    2.016063e+07  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ae0ae1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用missingno库进行可视化展示\n",
    "missingno.bar(data_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4e5affe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id               0\n",
       "merchant_id           0\n",
       "coupon_id        578569\n",
       "discount_rate    578569\n",
       "distance              0\n",
       "date_received    578569\n",
       "date             804951\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#检查是否有缺失值\n",
    "data_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bbf8978b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33779"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看重复值\n",
    "data_train.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8483c800",
   "metadata": {},
   "outputs": [],
   "source": [
    "#删除重复值\n",
    "data_train.drop_duplicates(keep='first', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a23f2ca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#检查是否删除成功\n",
    "data_train.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "86388690",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>缺失值</th>\n",
       "      <th>最大值</th>\n",
       "      <th>最小值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <td>0</td>\n",
       "      <td>7361032.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>merchant_id</th>\n",
       "      <td>0</td>\n",
       "      <td>8856.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coupon_id</th>\n",
       "      <td>578569</td>\n",
       "      <td>14045.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>discount_rate</th>\n",
       "      <td>578569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distance</th>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_received</th>\n",
       "      <td>578569</td>\n",
       "      <td>20160531.0</td>\n",
       "      <td>20160101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>773289</td>\n",
       "      <td>20160630.0</td>\n",
       "      <td>20160101.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  缺失值         最大值         最小值\n",
       "user_id             0   7361032.0         4.0\n",
       "merchant_id         0      8856.0         1.0\n",
       "coupon_id      578569     14045.0         1.0\n",
       "discount_rate  578569         NaN         NaN\n",
       "distance            0        10.0         0.0\n",
       "date_received  578569  20160531.0  20160101.0\n",
       "date           773289  20160630.0  20160101.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#返回缺失值数、最大值、最小值\n",
    "#描述性统计分析\n",
    "explore_train=data_train.describe(percentiles=[],include='all').T\n",
    "explore_train['null']=data_train.isnull().sum()\n",
    "explore_train=explore_train[['null','max','min']]\n",
    "explore_train.columns=['缺失值','最大值','最小值']\n",
    "explore_train#train 数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "643d26a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>缺失值</th>\n",
       "      <th>最大值</th>\n",
       "      <th>最小值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <td>0</td>\n",
       "      <td>7360967.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>merchant_id</th>\n",
       "      <td>0</td>\n",
       "      <td>8856.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coupon_id</th>\n",
       "      <td>123033</td>\n",
       "      <td>14045.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>discount_rate</th>\n",
       "      <td>123033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distance</th>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_received</th>\n",
       "      <td>123033</td>\n",
       "      <td>20160615.0</td>\n",
       "      <td>20160601.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>75163</td>\n",
       "      <td>20160630.0</td>\n",
       "      <td>20160601.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  缺失值         最大值         最小值\n",
       "user_id             0   7360967.0         4.0\n",
       "merchant_id         0      8856.0         1.0\n",
       "coupon_id      123033     14045.0         1.0\n",
       "discount_rate  123033         NaN         NaN\n",
       "distance            0        10.0         0.0\n",
       "date_received  123033  20160615.0  20160601.0\n",
       "date            75163  20160630.0  20160601.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#返回缺失值数、最大值、最小值\n",
    "#描述性统计分析\n",
    "explore_test=data_test.describe(percentiles=[],include='all').T\n",
    "explore_test['null']=data_test.isnull().sum()\n",
    "explore_test=explore_test[['null','max','min']]\n",
    "explore_test.columns=['缺失值','最大值','最小值']\n",
    "explore_test#test 数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df673aff",
   "metadata": {},
   "source": [
    "## 异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fff8ccad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存结果\n",
    "explore_train.to_csv('explore_train.csv')\n",
    "explore_test.to_csv('explore_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "588f47c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1c385f91e50>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(explore_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "213f206a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1c38574d280>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(explore_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfdeac64",
   "metadata": {},
   "source": [
    "#  三、数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bd31ff2",
   "metadata": {},
   "source": [
    "### 3.1绘制饼图分析优惠形式信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8547342a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#合并训练样式和测试样本\n",
    "data1=pd.concat([data_train,data_test],axis=0)\n",
    "#处理data_received属性、date属性\n",
    "data1['date_received']=data1['date_received'].astype('str').apply(\n",
    "lambda x:x.split('.')[0])\n",
    "data1['date_received']=pd.to_datetime(data1['date_received'])\n",
    "data1['date']=data1['date'].astype('str').apply(\n",
    "lambda x:x.split('.')[0])\n",
    "data1['date']=pd.to_datetime(data1['date'])\n",
    "\n",
    "#绘制饼图分析满减优惠形式和折扣率优惠形式\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "indexOne =data1['discount_rate'].astype(str).apply(lambda x:re.findall('\\d+:\\d+',x)!=[])#满减优惠形式的索引\n",
    "indexTwo=data1['discount_rate'].astype(str).apply(lambda x:re.findall('\\d+\\.\\d+',x)!=[])#折扣率优惠形式的索引\n",
    "dfOne=data1.loc[indexOne,:]#取出满减优惠形式的数据\n",
    "dfTwo=data1.loc[indexTwo,:]#取出折扣率优惠形式的数据\n",
    "#在满减优惠形式的数据中，15天内优惠券被使用的数目\n",
    "numberOne=sum((dfOne['date']-dfOne['date_received']).dt.days<=15)\n",
    "#在满减优惠形式的数据中，15天内优惠券未被使用的数目\n",
    "numberTwo=len(dfOne)-numberOne\n",
    "#在折扣率优惠形式的数据中，15天内优惠券被使用的数目\n",
    "numberThree=sum((dfTwo['date']-dfTwo['date_received']).dt.days<=15)\n",
    "#在折扣率优惠形式的数据中，15天内优惠券未被使用的数目\n",
    "numberFour=len(dfTwo)-numberThree\n",
    "# 浅色系颜色设置\n",
    "colors = ['#7fcdbb', '#90ee7e', '#f49ac1', '#d0d0d0']\n",
    "#绘制饼图\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.pie([numberOne, numberTwo], colors=colors[:2], autopct='%.1f%%', pctdistance=1.4)\n",
    "plt.legend(['优惠券15天内被使用', '优惠券15天内未被使用'], fontsize=7, loc=(0.15, 0.91))\n",
    "plt.title('满减优惠形式', fontsize=15, y=1.05)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.pie([numberThree, numberFour], colors=colors[2:], autopct='%.1f%%', pctdistance=1.4)\n",
    "plt.legend(['优惠券15天内被使用', '优惠券15天内未被使用'], fontsize=7, loc=(0.15, 0.91))\n",
    "plt.title('折扣率优惠形式', fontsize=15, y=1.05)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddd8c35f",
   "metadata": {},
   "source": [
    " ### 3.2绘制折线图分析用户消费次数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1bdb2ee7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#提取月份\n",
    "data_month=data1['date'].apply(lambda x:x.month)\n",
    "#对各月份用户消费次数进行统计\n",
    "data_count=data_month.value_counts().sort_index(ascending=True)\n",
    "#绘制用户消费次数折线图\n",
    "fig=plt.figure(figsize=(8,5))\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "plt.plot(data_count.index,data_count,color='#FF6347',\n",
    "        linewidth=3.0,linestyle='-.')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('消费次数（次）')\n",
    "plt.title('2016年前六个月各月份用户消费次数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01b8e2d4",
   "metadata": {},
   "source": [
    "### 3.3 绘制柱形图分析用户领券次数与领券消费次数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a65d3f74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p07F3716MHj0aFhYW0Ov1yiM3Nxcvv/wyLC0todfrYWdnh4EDB9Z5n927d+PcuXPo1q2b8tiwYQMuXLiAyspK6HQ67Nq1CwCQl5eHq1evmiw/d+5cJCUlwcLCAiNHjsQnn3xS50JTu3btQufOnfHLL79g586duP/++3Hs2DFERERACIHZs2dj6dKlWL9+PQIDA/HRRx/h0qVL9a6XESNGoKqq6oYPS0vLOsv897//xbfffovWrVsDqLnS9NixY+Hs7Izx48fXmf+rr77Cvn37MG/ePJPp4v9fjbqsrEx5/PTTT3Wm3exK2re6yNj1aj9PSUkJnnrqKXzwwQd4+eWX0b9/fzz77LMQQuDIkSN48cUX0aRJE5M6ysrK0Lt3b5OLjCUlJSE5ORnp6enKY8OGDejRo4fJtNrHxYsXcf78eeXq2dcaP348cnJysGnTJixduhQWFhZITk7GuHHjYDAYIITAgQMH8Mwzz5gsFxkZiR49esDb2xsffPABqqqq4OLign79+mHLli2IiYlBVVUVHB0d4ejoiCtXrqBVq1ZwcHAweR2DwYArV67A29u7zueu71F7VXUhBIYMGYLnn38eU6dOxQsvvIARI0bgypUr2Lp1K2bNmgUAyMnJMVn+xRdfNFmXFy9exIULF5CWlqasr3Xr1qFz587Izc2tsy5TU1ORmJioXCRt5MiRsLe3R3h4OP71r38BAGxtbQEAmzZtQlpaWp3H8OHD61w0LjU1FcXFxcqFBPPy8vDcc8/B1tYWERER+P333+tcbLBdu3Z1fp6PPvooOnXqhAULFmDUqFEIDw8HAHzwwQfYvn07AGD//v3o3Lmz8rsEAPn5+XjllVewcOFC7NmzB1ZWVnBxccHcuXOxfPlyfPPNNygpKYGTkxMcHR2Rm5uLFi1awM3Nrf7QExHdRXL/KxMRkWouXLiANWvW4L333oOFhQVKS0vr/EFpZ2eH7Oxs5bmFxc23rb7zzjuorKxEXl4esrKysH37dnz99dfYvXs3evXqBWdnZ0ybNg0AYGNjg3feeQcffvihsryHhwfmz5+P0aNHA6i5LVV9t5iysbGBv78/xo4dq0ybNWsWrK2tYWVlBQsLC+WPfL1eb9LUZmVlYf78+QBqrkhtZWWFDRs24IcffsCvv/6KyspKPPnkkzh06BDCwsLw888/o1WrVgBqNlwAUK7KPGnSJPTq1Qtjx47FrFmzsHXrVkRGRipXgAZww6uK38pHH32Ed999F8ePH4cQAq+++ir27t2LVq1awdHRsd5lHn30UcyYMQO9evVCr169AOC2b9EFmDbRt7rNVXV1tfL57e3t8ccff8DOzg5FRUV45513EBAQgMrKSuj1epM8ffzxx9iwYQNOnjwJwLTRf+yxx3Dp0iVYW1tDp9MpV752cXHB7t27AdQ0s1ZWVrCzs0NVVRXKy8vx888/46GHHjKp78yZMwgMDMSFCxfg5OQEAMqtt7y8vKDT6ZCcnGzyc6usrMSSJUswbNgw/POf/8SXX36Jxx57DBMmTIC1tTVWrlwJV1dXpfaSkhIYDAb4+/vXWT9nz54FADzxxBM3X+n/34cffoiZM2dCp9Nhx44dsLS0RFFREUaPHq1snLo+Yxs3bsTkyZOVjUDXrssxY8bg999/h42NDXQ6HSoqKlBaWgpnZ2cEBwcDqLm1m06ng4ODA4xGI8rLy7Fy5Uq89NJLaN26Nfbt24fZs2fjb3/7G4D/y4enpydatmxZ5zPY29vX2XAzffp0TJ8+HUlJSejduzfat2+v3BZv2bJl+Pbbb3H48GFl/iVLlmDFihV1XruwsBAFBQXYuHGjyca1iooKeHl5AQDef/99ZaNErV9++QUpKSk4evQoSktL8dBDD6Fr1674z3/+g7179+Ls2bOorq7GxYsX0apVK1y6dAmBgYE3+1EREd013NNNRKQB1dXVGDNmDFq2bIl//OMfAGoa2ev3uFpbW6O0tLRBr5mdnY3//Oc/6N69Oy5cuIBdu3bhwoULaN68ucltnmrVt3f3elZWVvXeVsnCwgLfffcdAgMDlUdOTo7SxNXe/qo+69atQ0lJCRYuXIjIyEgcPnwYW7duRVRUFL755hs4Ojpi9OjRWLJkCY4cOaI03LX11L5+rdDQUERHR+PHH3/EihUr6rxvaWkpqqurb7o3sz47duzAu+++q7xfaGgovv/+e+zduxdr1qyBk5OTsicxLi4OADBv3jz8/PPPSsMNQLnt1rW3kap9z2unXX80wLXKy8sBAEFBQXBycrrp4/Tp0yaNflJSEry9vdGyZUu0bt0ab7/9Npo1awYXFxeTBl6v18Pe3r7e909KSkJpaSkKCwuxfv16ODo64t///jcKCgqUx9tvvw13d3ecPn0axcXFqKysrNNwV1VVYfDgwXjzzTeVhhuAcp/32luK6XQ6kybRysoKy5Ytw7Rp05CUlISJEydi5MiRqKqqwosvvghra2t8/vnnOHLkCMrLy3H27FnY29vDz8+vzmcJCwuDqDkd76YPo9EIvV6PgIAAk59Dy5YtlceMGTPQqlUrODk5Kc18bb21R49cb//+/SgrK0NhYSF2796Npk2b4s0331Sa14KCAnzxxRewsbHBgQMHUFRUhIqKCrz00kvKa1hYWCi3f6tdXwDQp0+fem9Dt2rVqjp1VFZWYuXKlQgLC4PRaMRXX31V788eqLmH9jfffIMWLVrUGVu4cCHuv/9+VFRUKBuj8vLykJ+fb3KLOGtra5PlnnjiCWzZsgUeHh545ZVX4OLigvvuuw/du3eHt7c3Xn/9dXTt2lW5zdm5c+fqHClERKQW7ukmItKAjz/+GL/99hsOHTqkNDpNmzatc3h0Xl5encNjbyQxMRHV1dX4xz/+ofyB6+bmhueeew6LFi0CULMH0MLCQtkb3RBVVVWoqKiAlZWV0vQCwFNPPYXZs2crz8PCwhr0eufOnYOjoyNee+01ZdrAgQPRrFkznDhxAkDN3kBZQ4YMqXd6dnY29u/fjw0bNki9nru7u8nzCRMmKP+2sLBAixYtlL2KtUcjODk5oVu3bibL1R5ifW2TWau+afXJzc0FAPzxxx/17sm81vDhw5VDogHgoYceMtmwIIRAWFgYHnvsMZM99nq9Hq6urvW+ZkVFBfbu3YslS5bg999/x5dffonBgwebNO1vvfUWkpKS0KVLF8yePRsjR45UjkyotW7dOqSlpZn87IGae1TrdDr89NNPyt7e6z344IMm92fv16+f8u81a9Zg5MiRmDVrFvbs2YPU1FSEh4c3aMPSjWRnZ6Oqqspko0+rVq2UDSC1hgwZAhsbG3To0EGZdrN1aTQacfjwYfz73//G1q1bMWfOHIwfP95kXY4YMQIJCQno1asX3nnnHbzyyivKXuNaW7duRXR0tMnv4DfffFPv6SfvvvuuyREzs2bNwtdff42cnBxUVlbC0tKy3kPHa/fi9+jRAwEBAcpGqFoFBQVYtGgRpk2bZrJxrvbnuWXLFnz66af1boBbtmwZpkyZYjKt9p7dDz/8MH755RfMnj0bW7duxeDBg3HmzBk88MAD9a5TIqK7jXu6iYjucfv378e7776Ljz76CD179lSm9+jRA7/99pvJvMeOHat371J9apvza8+bBGrO96z9g/iRRx6BnZ0drKys8Msvv2D+/Pkm52zm5ubi73//u8k0e3t7ODo64vvvvzd5XYPBgJSUFOXR0MO4HRwc4O3tXWcP+rV13kmxsbH47LPPbrpXU7Y5O336NNq3b688r23E7Ozs6sx7+fJlNGnSxOT9as91vXZa7R7x+tQe2t2tWzeTPa31PSZOnIjnnnvuhq+1du1alJSU4L333jPZI15QUAAPDw/lee1YWVkZAgMDMWjQILRp0wYODg548cUX6+xhd3V1xaZNmzBs2DC899578PT0REREhPJ6JSUleP/99/Hmm2+a7D2Oj4/H3r178e9//xsLFy5EZmZmvXUfOHAAubm58PHxwcaNG1FaWopffvkFdnZ2GDRoEADghRdewOLFi7Fp0yb07du3zmucPHkSp06dQkJCQr2P+Ph4nDx5EhkZGcjIyAAA+Pj43HBdHjx4EIcPH8bnn3/eoHUphMCDDz6Ihx9+GDqdDu3bt8e0adPqPWJh4cKFGDp0KFauXIkWLVpgyJAhyvUBgJprHlz/O+nr62ty9Ent4/qNH2FhYZg+fTpOnz4NAIiOjlaub/Dpp5+aPO/atSv69++P77//vs4GkY8++gienp6YPn26yfTFixdj6tSp0Ol0WLZsWb3rbvz48SgoKMDUqVPx5JNPorS0FCUlJWjXrh2GDRsGoGbjw44dO5TrVPj6+t7wZ0FEdDdxTzcR0T0sLi4Ozz77LAYMGFDnkO9nn30WI0eOxOnTp9GpUyekpKRg27ZtJudc30yHDh3g6OiImJgY9OjRQ5l+8OBB5eJGv/76KywtLW+4l/v6c7pr1TaG14qOjjaprfbw6OrqahiNRuU83euFhYVh2bJlyM/PV85hT05ORlpamlLnnRIVFYWsrKw7uodMCIFt27YppwUAUE4BqO/w7Pj4eAQFBd3We/7xxx/o1KlTgy6oVtuwXOvAgQNo1qwZWrRogRkzZmDjxo2wtrY22Wt79OhR5XBl4P82JNja2mLNmjVo1aoVWrVqhfnz58PGxgazZ8/GmjVrkJqaCqDm0HB/f3+MGTMGH374Ib777juT9T5jxgxUV1fj7bffVqaVlpZi1KhRGDp0KF577TX873//w4ABA/Dzzz/Xub6Bq6srPv/8c1y+fBnp6emIi4vDnDlzMGHCBGWv8sSJE/Hpp58CqLmo2PX69+8Pg8GgnJten/Lycrz99tvo3Lkz9Ho9mjVrZjIeExODkpISdO/eHZMnT8Znn32GJk2amGwsOHr0qMme49p1qdPpsHTpUtjZ2aFjx44oLS2FlZUV1q5di4kTJyI3N1fJkE6nw4ABA/DFF19g06ZN8PHxUWo2Go3Ytm0bJk+ebPK73KdPn3o/EwCTQ/1rN1JkZWWZzHPy5Em88cYbWLlyJUJDQ5Xp1x45USsqKgoLFy7E1q1bTTaWffrpp4iNjcXWrVvRo0cPjBw5Em3atMFjjz1msrydnR0KCwuxfPlyPP7449i/fz/S09Nx9epV5VD6tm3bon///vjwww+xcOHCG342IqK7rrEvj05ERH9ORUWF6NChg3B3dxf79+8XUVFRyiMnJ0dUVlaKnj17Cnd3d/HSSy+J5s2bCx8fH1FYWFjntW50y7B3331XuLm5iRUrVoj9+/eL8ePHC51OJ/bu3dugGm91n+5azzzzjJg4caLJNC8vL7F582ZRUVEhZs6cKRISEoQQQjz66KPiX//6lzJfWVmZaNu2rejdu7fYuXOn+Omnn0SnTp1EQECAyX2861Pf/a1vZsSIESIgIOCGt6+qdaP7dAshxIABA8SUKVOU54sWLRIuLi4iNzdXmRYZGSl0Op2oqKios3ynTp3Eu+++e8vPcaP7dBuNRuHv7y/ee++9m36Gm3nppZeEg4OD6NOnjxg1apQyPTc3V+zevVscPHhQ2NjYiOXLl4tvv/1WXLx48aa3YUtNTRWenp5i9uzZyrTY2Fjl9nfX++GHHwQAk3vOZ2VliV69eong4GDlPtJXrlwRfn5+IjAwUMTFxdV5ncLCQrFlyxYxefJk4eDgIACIp59+Whw/flwIIURycrLw9PQUTZo0qfeWeDKWLFkifHx86kz/17/+JfR6vfjb3/4mHnroIWV6SUmJ2L59u4iNjRUODg7iiy++EJ999pm4dOmSyMzMvOH7FBYWinbt2okxY8Yo04qLiwUAsWvXrnqX2bFjhwCgfMaioiJl/aalpdV5DB8+3KTWWhcvXhQuLi7i1KlTori4WDzwwAOidevWwmAwiKFDh4rly5eLDz74QGzbts1kuZycHOHn5yeeeOIJZVp1dbWYM2eOsLKyMql7woQJwsrKSixfvrzO+xuNRnH06FExd+5c0alTJwFAtG7dWnzzzTeiqqpKGI1G8fzzzwsAJvf4JiJSG5tuIqJ71PHjx294D93aRvfq1avizTffFJ07dxYjRowQaWlp9b7WjZru6upqsWDBAhEYGChsbW1FQECA+Pbbbxtco6urq/j6669vOd+QIUNu2HRf75FHHjFpuoUQ4tKlS+LFF18UTZs2FQ4ODqJfv34NapK2bNkiAAij0XjLeXft2iUAiK+++qre8djYWLFixQoxY8YMAUBp3K7Xr18/MWnSJFFVVSU+/PBDodfrxY8//iiEEOLEiRNi+fLlYuDAgaJNmzZ1lo2KihIARExMzE0/R1VVlUhOThYAxL59+0zmXblypbC2tr5p43Yr1dXVYuHChcLKykr8/e9/F5WVlcrY9u3bhYuLi5gzZ45Yu3atsLGxERMmTBDl5eX1vs727duFv7+/6N69uygtLVXGNm3aJACIjIyMOsstW7ZM9O3bV/msa9asEZ6enqJLly517id/8eJF0bFjR2FrayumT59usnFDiJrGfOzYsaJFixZiy5YtIiIiQnz22Wdi27ZtwtPTU0RERIgnn3xSNG/eXBw7duxPr7OxY8eKnj171ju2fv164ejoKAYMGGByH/Dff/9dtGzZUowbN07s3r1buLi4iCFDhgiDwVDv6xw6dEiEhoaK1q1bi+zsbGX60aNHBYB673svhBC9e/c2yVtBQcEN7zUvRM296utrusvLy8X58+fFokWLRMuWLYWLi4v4448/RHZ2tpg6dapwd3cXDg4OYvz48eLUqVPKcmfPnhUdO3YUZ8+eFUIIcfLkSdGnTx/h4OBQ5zvAaDSKiIgIAUA88sgjJvcXF+L/8uDu7i4+/PBD8cUXX4gnn3xSXLhwQfTt21d06NBBfPbZZ8LCwkLMnTv3lhvQiIjuBjbdRET0pzk4OIiVK1fecr4BAwYoTffRo0fFuHHjhIWFhfjPf/6jzHPs2DExduxY4eTkJObNm3dH6tu8ebMAcMs94mVlZaJHjx7iiSeeuOEf6RkZGUKn0wl3d3cxbNiwevdSC1HT4IwbN05cvHhRtGvXTmzYsEEZO3HihPDz8xNPPfWUOHz4cJ1l+/fvL8LCwupM//777wUAUVJSIoQQYvLkyQKA8PLyEvn5+cp8sbGxwsnJSYwbN+6mn7ehfv31V+Hh4SFmzZolDh06JAYNGqTsla0VGRkpmjRpInr37m3SLC5fvlz4+voKnU4nXn31VVFUVCSEECI/P1906NBB2NjYCHd39xuux6qqKiFETXNuaWkpIiIiTJr2axUXF4uxY8cKHx8fcfHiRSGEENu2bRPPPPOMcHR0FK+++qrSjCclJYknn3xS2NnZicWLFwshajZePfLII8LKykqsW7euwetnw4YN4oUXXhCPP/64sLS0FO+///4N542LixP+/v7ihRdeECdPnhSjRo0SNjY24p///KeyMeX8+fOidevWIigoyGRjxJYtW0T79u0FAPHMM8+IrKwsIUTN0Q7333+/cHBwEFZWVvVuaNmwYYMAICZMmKBMy83NrbfpzsvLE9OmTRPe3t7KRo/a9evr66ts9PP09BRTpkyp837FxcVi4cKFolmzZqJjx44mv3e1P8/8/HzRokUL0a1bNxEbG3vTdevu7i5WrVolhKg5KmHKlCnC29tbhIeHK78/RqNR/POf/xQODg5i4MCBIi8vTwghxOeffy4sLS3Fk08+2aCNbkREjYlNNxER/WnW1tZi6dKlt5yvV69eStOdnp4uOnToIMaOHascJiyEEKWlpaJr167i+eefVxqn27V+/XoB4IZ7Dq9VVVV1w6auVm3T21DX7iG+lerqarFjxw6xf//+OmNFRUXi/PnzSvNw5swZsWXLFqWRrbVr1y7RrVs3pSm7E+Lj40VBQYH46quvxMiRI0VKSkqdeaKiosTYsWOVxkoIIQwGg5g4caI4ceJEnfkXLFgg5s+fL5KSkhpUw42O4LjetXk6ffq0+OCDD+rsGa+srBQfffRRnYwZjUbx1Vdf3XAjQH3i4uJEeHi4GD58uFi1atUtm7uMjAyRmpoqdu/eLQYMGCBOnz5dZ57k5GQxbNgwcfXqVZOaX3/9dXHgwIE6869evVrMmTPHZM/ytQoKCsS7774rtm/frky7dOnSDfd0/+1vfxMBAQFi9+7dJtP/+9//ik2bNonTp0/fcu/x1atXRWpq6g3HMzIyGtQIX/vzNBqNYtasWeLgwYN15vvxxx/Ff//73zrTf/vttxsekUJEdDfphLjuSjdERERE9JdUVlYGW1tbtcsgIjIrbLqJiIiIiIiIGomq9+nOzc3F77//jpycHDXLICIiIiIiImoUqjXdGzduREBAACZOnAhfX19s3LgRABAREQGdTqc8AgIClGViY2MRFhYGNzc3TJ8+3eQesI0xRkRERERERHQ7VGm6CwoKEBERgV9//RUnTpzA8uXL8dZbbwEAjh07hh07diA/Px/5+fk4ceIEAKC8vBwDBw5E165dER0djbi4OKxZs6bRxoiIiIiIiIhulyrndKelpeHQoUMYOXIkAODUqVPo1asX8vLy4O7ujkuXLsHR0dFkmS1btuDll19Geno67O3tERMTg4kTJ+Lw4cONMkZERERERER0u/RqvKmPj4/ScFdWVmL+/PkYMmQITp8+DSEEQkNDkZGRgYceeggrVqyAr68vYmJi0KNHD9jb2wMAQkJCEBcXBwCNMlaf8vJylJeXK8+rq6uRl5eHJk2aQKfT3clVRERERERERPcwIQSKiorQokULWFjc+CByVZruWjExMejTpw+sra2RkJCAHTt2ICgoCEuXLoWHhwcmT56M8ePHY+fOnTAYDPD391eW1el0sLS0RH5+fqOMubm51al37ty5mD17diOtDSIiIiIiItKatLQ0tGzZ8objqjbdISEh2LdvH6ZNm4YxY8bgP//5j7IHHAA+//xztG7dGgaDAXq9HjY2NibL29raoqSkpFHG6mu6Z8yYgTfeeEN5XlhYCF9fX6SlpcHZ2flPrwe6fbWnJhA1FDNDspgZksXMkCxmhmQxM+oyGAzw8fGBk5PTTedTtenW6XTo3Lkz1qxZg1atWtXZw+zq6orq6mpkZmbC3d0dsbGxJssXFRXB2tq6UcbqY2NjU6dJBwBnZ2c23SqLj4+Hn5+f2mWQhjAzJIuZIVnMDMliZkgWM3NvuNWpxqpcvXz//v2YPn268lyvr+n933//fWzatEmZHhUVBQsLC/j4+CAsLAxHjhxRxlJSUlBeXg53d/dGGSMiIiIiIiK6Xao03YGBgVi+fDlWrFiBtLQ0vP3223jsscfQuXNnzJw5E4cOHcL+/fsRERGB0aNHw97eHr1790ZhYSHWrl0LAJg3bx769u0LS0vLRhkjbQkMDFS7BNIYZoZkMTMki5khWcwMyWJmtEGVW4YBwO7duzFlyhSkp6ejf//++OKLL+Dp6YkZM2Zg2bJlcHJywtNPP405c+bAwcEBQM1tw0aMGAEnJycYjUYcPHgQQUFBjTZ2KwaDAS4uLigsLOTh5SpLSkpCmzZt1C6DNISZIVnMDMliZkgWM0OymBl1NbQfVK3p/rMyMjIQHR2Nnj17wtPTs9HHboZN970jMjIS4eHhapdBGsLMkCxmhmQxMySLmbm3GI1GVFZWql3GTcXExOC+++5TuwyzZWVlddOjoBvaD6p6IbU/w9vbG97e3ndtjLThZvfFI6oPM0OymBmSxcyQLGbm3iCEwOXLl1FQUKB2KbdkY2OD5ORktcswa66urmjWrNktL5Z2M5rb030v4Z5uIiIiIiLzkpmZiYKCAjRt2hT29va31WyRdgkhUFJSgqysLLi6uqJ58+Z15jHbPd1E9YmKikJYWJjaZZCGMDMki5khWcwMyWJm1Gc0GpWGu0mTJmqXc0tXr15Vrn9Fd56dnR0AICsrC02bNv3TF9zmMSxkFqqrq9UugTSGmSFZzAzJYmZIFjOjvtpzuO3t7VWupGF40HLjq83C7Zzfz6abFLm5ufj999+Rk5PToOm3M3aneXh4NPp7kHlhZkgWM0OymBmSxczcO7RySLlezwOXG9udyAKbbgIAbNy4EQEBAZg4cSJ8fX2xcePGm06/nbHVq1cjODgYrq6uGD58uElTHhERAZ1OpzwCAgIaVD//kyJZzAzJYmZIFjNDspgZktUYTffevXtx4MCBO/66f2VsugkFBQWIiIjAr7/+ihMnTmD58uV46623bjj9Zsvcauznn3/G5MmTsXDhQsTExMBgMODpp59Wajl27Bh27NiB/Px85Ofn48SJEw36DAkJCXd4rZC5Y2ZIFjNDspgZksXMkKyysjKT548++iiaNm0KPz8/+Pn5wdnZGa6ursrzFi1a3PIWyQkJCZg6dWqD3v+FF17A1q1bAQClpaUwGo0m49XV1bh69arJtMzMTJw6dQoAkJOTgw4dOihXij9y5Ah+/PHHBr23lrDpJhQVFWHRokUIDg4GANx3333Iz8+/4fSbLXOrsbVr12Ls2LHo168fWrVqhU8//RSHDx9Gbm4uqqqqEBsbi969e8PV1RWurq5wcnK6q+uCiIiIiEirbG1t8cUXXyAlJQUpKSkYNWoUJk2apDzftm0bbGxsbvoaL730EoKCglBcXHzT+aKjo7F+/XqkpqYCqGnA77vvPrRr1w62trYIDQ1FaGgounTpgoqKCmW5PXv24KmnnkJhYSHy8vJQXFwMV1dX5ObmYuTIkcjKyrr9FXGP4UkABB8fH4wcORJAzQUC5s+fjyFDhtxw+s2WudVYTk4OOnfurLx37RUA9Xo9Tp8+DSEEQkNDkZGRgYceeggrVqyAr6/vLT9D27Zt78SqoL8QZoZkMTMki5khWczMvWvg0sN39f22R/Rq0Hy2trYmzxtyr/frD0lftGgRpk2bVme+9evXmzxfunQpXnvtNQA1e9jHjRuHDRs2YMOGDThz5gw2btwIKysrLF26FImJiVi8eHGd16ysrMTzzz+PixcvIicnB6mpqQgKCgIAXLhwAcOHD8fYsWNRWlqqXDncHLDpJkVMTAz69OkDa2trk8ObbjT9z4yFhoZi27ZteP3116HT6bB69Wp0794dLi4uiIuLQ1BQEJYuXQoPDw9MnjwZ48ePx86dO29Ze2FhIdzd3e/AWqC/CmaGZDEzJIuZIVnMDMkyGo0mTbSlpSXeeOMNvPfeewBqDuW2tLTEli1bANQ9HL12mRdeeAFr1qy54fuEhobCyspKec+XX34Zvr6+OHjwIH744QcMHToUU6dOxf79+5Geng4XFxfs27cPADBz5kwMHz4cQE0j/84778DW1hZr165FTk4O9Hq9yXWc1q5di/DwcGzevPl2Vs09hYeXkyIkJAT79u1DUFAQxowZc8vpf2Zs2rRpqKioQNeuXdGzZ098/PHHmDRpEgBg5MiROHLkCMLCwuDv74/PP/8ce/bsgcFguGXt5ngYCjUuZoZkMTMki5khWcwMybr+NlZCCCxYsACxsbGIjY3F8OHDMW7cOOX5tRc3rtXQe0/Xzjdz5kyUlJRg06ZNOHnyJFatWoXvvvsOs2bNQllZGQoKCnDx4kXExsaiV69eKCkpAVBzfvewYcOQnp6OpKQknDt3Ds2aNcN//vMfJCYmKo/U1FSsX7/+tm7Rda/hnm5S6HQ6dO7cGWvWrEGrVq2Qn58PNze3G06/2TI3GnN3d8dvv/2GxMREzJ8/H/n5+RgxYkS99bi6uqK6uhqZmZlwdna+a+uBiIiIiEiLrr+Q2Z1Ue+ust956CzqdDlZWVlixYgXKy8thZ2eH8vJyZd5u3boph5fXNuuHDx/G0KFDYWNjA51Oh6ysLFhZWeHFF18EULNX3sHBAc7OzqioqMCUKVMwffr0Rvs8dxObbsL+/fuxc+dOfPrppwD+7zyPQ4cO4fDhw3WmW1hY3HCZW43VatGiBX766SesWLFC+UV844030KNHDwwdOhQAEBUVBQsLC/j4+NzyM4SHh9/eSqC/HGaGZDEzJIuZIVnMDMlydHQ0eV5WVoYJEyYo52jn5eXBwsIC3377LQCgoqIC1tbWJssUFBRg7dq1yjz1MRqNqKqqAgC4ubmhQ4cOsLa2hk6nQ2VlJeLi4rBr1y5l/tLSUri4uJi8Ru/evXH58mUAwPbt2/HKK6/g4MGD6NChAwDgk08+wfr16xEZGXnLi71pDQ8vJwQGBmL58uVYsWIF0tLS8Pbbb+Oxxx5DWFhYvdNdXFxuuMytxmotXboUgYGBGDx4sDItNDQUM2fOxKFDh7B//35ERERg9OjRsLe3v+VnOH78eGOsGjJjzAzJYmZIFjNDspgZknX97biys7Px/fff3/Tq5de7cuUK/v73v6OqquqGj8WLF6N9+/bKMvHx8YiJicHJkyfxwgsv4JVXXkFYWJgyXl1drdyaTAihTD9//jxefvllvPjii9i0aZPScAM1O+A8PT3Rq1cv7Nu3D9XV1XdsPamNTTehRYsW2Lx5MxYtWoSgoCCUlJRg3bp1N5x+s2VuNQbUbE375JNP8Nlnn5nUMWrUKDz77LMYNGgQRo8ejcceewxLlixp0Gcwp3M+6O5gZkgWM0OymBmSxcyQrGsb2vLyciQmJqJTp05Sr3HkyBGTuwvVZ/LkyXjwwQeV56mpqcjJyUFCQgI2bNiAJUuWKBdpKysrw5UrV9CkSROlLgDYsWMHAgMDUVFRgaCgIIwaNQoODg5wd3dX7iP+yy+/oG/fvnj88cfx8MMPm3w+LePh5QQA6N+/P+Li4ho8/XbGau/DV5+5c+di7ty5Daz6//BKnySLmSFZzAzJYmZIFjNDsq69cvnu3bvRoUMHeHh4KNOEECaNa1VVlckpn3FxcTh+/Lj0lcL/+9//4oMPPoCnpye+/PJL2Nvbw8LCAmvXrsWcOXPQu3dvvP3225g+fbqS6yeeeAKJiYnw9/cHULM3vF27dvj666/Ru3dvJCQkIDw8HHPnzsXrr7+OrKws5TxyreOebjILzZo1U7sE0hhmhmQxMySLmSFZzAzJqr2NlxACn3zyCUaNGmUyXlVVhYqKCgDAhg0b8OqrryIwMBBAzXnaEREReP755+Hr6yv1vhMmTMC6deuQnZ2Nffv2QQgBo9GIzZs3Y9OmTVi8eDFyc3Px1FNPITs7G0DNhdhqG26j0YjXX38dXl5eyh70nJwcODk5AQC8vLyk99jfy7in+y9g4NLDapfQ6GZ1t+LFR0hKXFwcM0NSmBmSxcyQLGbm3rU9opfaJdSrtLQUjo6OKC0txaOPPoqXX37ZZDwiIkLZGx4UFIQpU6Zg0KBBAICff/4Zp06dwurVq//Ue/ft2xd//PEHZs2ahcOHD2PIkCEYNmwYoqKi4OTkhNWrV+Nf//oXhg0bhmPHjkGn0+Hy5ctYvXo11qxZAw8PD2zduhU6nQ7//ve/sXnzZjRt2vT2Vsg9ik03ERERERGRhtnb22P27Nl1pgcHByv/DgkJQUhIiPK8f//+SE1NhZ2d3Z9+Xz8/P+Wq58ePH69z16HZs2cjIiJCOUzcw8MDFy9exIwZMzBq1CjlUHdHR0cEBwfjpZde+tO13MvYdJNZaNOmjdolkMYwMySLmSFZzAzJYmZI1u3eWut2Gu7r3eg2v9eeY67X67Fs2bI687z00ktm23ADPKebzMT1t0sguhVmhmQxMySLmSFZzAzJMqfbapkzNt1kFi5fvqx2CaQxzAzJYmZIFjNDspgZksXbzGkDm24iIiIiIiKiRsKmm8xCWFiY2iWQxjAzJIuZIVnMDMliZkiWg4OD2iVQA7DpJrNw6tQptUsgjWFmSBYzQ7KYGZLFzJCs0tJStUugBmDTTWahvLxc7RJIY5gZksXMkCxmhmQxMySrMS6ktnfvXhw4cOCOv67aqqqqVHtvNt1kFlxdXdUugTSGmSFZzAzJYmZIFjNDsvR60ztAP/roo2jatCn8/Pzg5+cHZ2dnuLq6Ks9btGgBT0/Pm75mQkICpk6d2qD3f+GFF7B161YANXvdjUajyXh1dXWdq/JnZmYqR3Xk5OSgQ4cOKCgoAAAcOXIEP/74o8n8QgisX78eZWVlAID09HQkJCQAAH7//XfodDqUlJQAAH799Vfk5uYqy5aVlSnN9jPPPIOVK1cCqLln+dmzZxv0Ge8ENt1kFm50X0CiG2FmSBYzQ7KYGZLFzJAsKysrk+e2trb44osvkJKSgpSUFIwaNQqTJk1Snm/btu2W9/Z+6aWXEBQUhOLi4pvOFx0djfXr1yM1NRVATQN+3333oV27drC1tUVoaChCQ0PRpUsXVFRUKMvt2bMHTz31FAoLC5GXl4fi4mK4uroiNzcXI0eORFZWlsn75OfnY86cOXjooYeQm5uLJUuWYPDgwSgrK4O1tTWAmvuVFxQUYMiQIVi9erWy7KhRo9CpUycEBQXh0KFDeP/99xEcHIyzZ8/iqaeeQnBwMJo3b45nnnnm1iv7NuhvPQvRve/06dMIDw9XuwzSEGaGZDEzJIuZIVnMzD1s+UN39/3GH2zQbKWlpXB0dFSeW1jcep/q9XvHFy1ahGnTptWZb/369SbPly5ditdeew1AzR7kcePGYcOGDdiwYQPOnDmDjRs3wsrKCkuXLkViYiIWL15c5zUrKyvx/PPP4+LFi8jJyUFqaiqCgoIAABcuXMDw4cMxduxYlJaWws7ODgDg7u6OgwcPYvDgwYiNjcVHH32E//3vf1i9ejV69OihfO7JkyfjkUceMfksmzZtUv49evRo9O3bFy+88AICAwOxa9cu+Pn5YdGiRTh69Ogt19vtYNNNRERERERkBiwtLfHGG2/gvffeA1BzKLelpSW2bNkCAMoh2tcv88ILL2DNmjU3fN3Q0FBlr7rRaMTLL78MX19fHDx4ED/88AOGDh2KqVOnYv/+/UhPT4eLiwv27dsHAJg5cyaGDx8OoKaRf+edd2Bra4u1a9ciJycHer0eAQEBynutXbsW4eHh2Lx5s/J+TZo0wa+//qrMs2fPHjRv3hwxMTEAAJ1Oh48//hi2trYmdc+YMQNfffUVvLy8kJKSgn379mHevHlITk5G//79lc/Ut2/fhq7iP4VNN5kFf39/tUsgjWFmSBYzQ7KYGZLFzJCs6w8VF0JgwYIFePbZZwEAkyZNgqurKz788EMANYeE147VsrS0bNB71c43c+ZMlJSUYNOmTXj44YexatUqfPfddygqKsL//vc/5fxsAHj11VeV862rq6sxbNgwjBo1CjqdDtXV1ejYsSNWrlyJBx980OS9KisrUVlZCSsrKzz11FNwd3fHBx98AD8/P/zxxx/o1asX3NzcAABNmjSBh4cHACA3NxexsbHK3vNLly6hc+fOeOyxx/DZZ5+hf//+CAwMxCeffIJnn31WeQ0AOH78OLp06dKgdSGL53STWbj2PBGihmBmSBYzQ7KYGZLFzJAsIYTJ8+svZHYn6XQ6AMBbb72FNWvWwMrKCitWrEC3bt1gZ2ennF8NAN26dcNvv/0G4P+a9cOHD6NVq1bKRd0cHR2RmZmJF198EX5+frCxsYG7uzv8/PzQqlUrLFq0CADw7bffwtfXFzNmzABQs6GhefPmyMnJqfMAYFLHRx99hOnTp+Obb75Bz549MW3aNAwYMACOjo545JFHMGDAALRv3x7fffcdjh8/3mjrjnu6ySxkZGSgZcuWapdBGsLMkCxmhmQxMySLmSFZFRUVJk1mWVkZJkyYoJzXnJeXBwsLC3z77bf1zg8ABQUFWLt2rTJPfYxGo3IVcDc3N3To0AHW1tbQ6XSorKxEXFwcdu3apcxfWloKFxcXk9fo3bs3Ll++DADYvn07XnnlFRw8eBAdOnQAAHzyySdYv349IiMjTfbgu7m54aOPPlLe38LCAhkZGXXOTa9Vu3Hgiy++wH//+1/s378fVVVVEEIoe/kzMjIwYcIEWFlZwd3dHS1atGjUQ8y5p5uIiIiIiMgMZGdn4/vvv7/p1cuvd+XKFfz9739HVVXVDR+LFy9G+/btlWXi4+MRExODkydP4oUXXsArr7yCsLAwZby6ulq5Ndm1e+PPnz+Pl19+GS+++CI2bdqkNNwA8MYbb8DT0xO9evXCvn37TO5BXlZWhocfflg5dN3b27veOq+l1+sxYMAATJw4Ee+99x5iY2Nx7NgxLF68GAaDAWfPnkW3bt3wxBNPYMeOHfDz87utdX8zbLrJLDTW+RdkvpgZksXMkCxmhmQxMyTL3t5e+Xd5eTkSExPRqVMnqdc4cuQIOnfufNN5Jk+ebHLedWpqKnJycpCQkIANGzZgyZIlykXaysrKcOXKFTRp0kSpCwB27NiBwMBAVFRUICgoCKNGjYKDg4NySLmfnx9++eUX9O3bF48//jgefvhhpWHfs2cPzp8/X+cWaTczbtw4TJgwwWSP+KFDhzBw4ECUlpYq064/RL8x8PByMgvx8fEICQlRuwzSEGaGZDEzJIuZIVnMDMkqKytTGu/du3ejQ4cOykXFgJqG8tqmsqqqyuS2YnFxcTh+/LhypfCG+u9//4sPPvgAnp6e+PLLL2Fvbw8LCwusXbsWc+bMQe/evfH2229j+vTpcHd3BwA88cQTSExMVC4YWF1djXbt2uHrr79G7969kZCQgPDwcMydOxevv/46srKylEPFV6xYgbFjx8LBwQFAzVXZr/2cN1N7rYTq6mp8/PHHGDVqFM6ePYusrCy0bNnS5GJqjYV7usksXLu1iqghmBmSxcyQLGaGZDEzJKv2EGwhBD755BOMGjXKZLyqqkppOjds2IBXX30VgYGBAGrO046IiMDzzz8PX19fqfedMGEC1q1bh+zsbOzbtw9CCBiNRmzevBmbNm3C4sWLkZubi6eeegrZ2dkAas61rm24jUYjXn/9dXh5eSl70HNycuDk5AQA8PLyUvbYR0ZGYseOHRg5cqSybH0XUqt9n+tNmjQJHTt2xGOPPYYLFy5g9uzZOHr0KEaNGoWNGzeiurq63lup3Ulsusks1P6CEjUUM0OymBmSxcyQLGaGZNVeGby0tBSPPvooXn75ZZPxiIgIvPLKKwCAoKAgTJkyBevXrwcA/Pzzzzh16hTmzJnzp967b9+++OOPP3Du3DkcPnwYfn5+qKqqQlRUFFq1aoXVq1fj2WefxbBhw5S97ZcvX8bcuXPRsWNHHDt2DFu3boVOp8O///1vzJo1C02bNq3zPr///jsefvhhdOzYEUD99xrPyspCWFgYHn30UeVihBkZGWjXrh1CQ0MxadIkhIWF4cSJE/Dy8kJERATS09MxadIkfPjhh5g6deqfWgcNpRN34yB2M2UwGODi4oLCwkI4OzurXc4NDVx6WO0SGt2msV1hZ2endhmkIaWlpcwMSWFmSBYzQ7KYGfWVlZUhOTkZ/v7+sLW1VbucW6qurjY5XFzWncxcWloafHx86kzPyclRDgWvqqrCpEmT0KNHD4waNUqp/ZtvvkFUVBReeuklkwuyySgvL69z3/J9+/bB29sb7du3Vw5Vv15paSmqq6uVQ9evd7NMNLQf5J5uMgunTp1SuwTSGGaGZDEzJIuZIVnMDMkqKSm5reXv5Eae+hpuACbnXuv1eixbtgyjR4822Vjw0ksv4fPPP//TDTeAOg03ADz66KMIDAy8YcMN1KyDGzXcdwqbbiIiIiIiIqJGwqabzEKrVq3ULoE0hpkhWcwMyWJmSBYzQ7Lq27tL9x423WQWaq/cSNRQzAzJYmZIFjNDspiZe4dWLnullTq17E6sYzbdZBbS0tLULoE0hpkhWcwMyWJmSBYzoz4rKysAt3+u9N1Sezswajy1WajNxp+hv1PFEBERERERaZmlpSVcXV2RlZUFALC3t7/pRbjUVl5eDr2eLV1jEEKgpKQEWVlZcHV1VW7P9mfwJ0RmITQ0VO0SSGOYGZLFzJAsZoZkMTP3hmbNmgGA0njfy4QQ9/RGAXPg6uqqZOLPYtNNZiExMRFBQUFql0EawsyQLGaGZDEzJIuZuTfodDo0b94cTZs2RWVlpdrl3NT58+fRtm1btcswW1ZWVre1h7sWm24yC8XFxWqXQBrDzJAsZoZkMTMki5m5t1haWt6RhqsxlZSUwNbWVu0y6BZ4ITUyC419Q3syP8wMyWJmSBYzQ7KYGZLFzGgDm24yC+3atVO7BNIYZoZkMTMki5khWcwMyWJmtIFNN5mFEydOqF0CaQwzQ7KYGZLFzJAsZoZkMTPawKabiIiIiIiIqJGw6Saz0LJlS7VLII1hZkgWM0OymBmSxcyQLGZGG9h0k1m4168sSfceZoZkMTMki5khWcwMyWJmtIFNN5mFixcvql0CaQwzQ7KYGZLFzJAsZoZkMTPawKabiIiIiIiIqJGw6SazEBISonYJpDHMDMliZkgWM0OymBmSxcxoA5tuMgspKSlql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SazYDAY1C6BNIaZIVnMDMliZkgWM0OymBltYNNNZsHW1lbtEkhjmBmSxcyQLGaGZDEzJIuZ0QZVm+7c3Fz8/vvvyMnJUbMMMgNBQUFql0Aaw8yQLGaGZDEzJIuZIVnMjDao1nRv3LgRAQEBmDhxInx9fbFx40YAQGxsLMLCwuDm5obp06dDCKEsc7fHSDuOHTumdgmkMcwMyWJmSBYzQ7KYGZLFzGiDKk13QUEBIiIi8Ouvv+LEiRNYvnw53nrrLZSXl2PgwIHo2rUroqOjERcXhzVr1gDAXR8jIiIiIiIiul2qNN1FRUVYtGgRgoODAQD33Xcf8vPzsXPnThQWFmLBggVo06YN5syZg1WrVgHAXR8jbWnRooXaJZDGMDMki5khWcwMyWJmSBYzow2qNN0+Pj4YOXIkAKCyshLz58/HkCFDEBMTgx49esDe3h5AzX3n4uLiAOCuj5G28CISJIuZIVnMDMliZkgWM0OymBltUPVCajExMfDy8sKePXuwaNEiGAwG+Pv7K+M6nQ6WlpbIz8+/62P1KS8vh8FgMHnQveHChQtql0Aaw8yQLGaGZDEzJIuZIVnMjDbo1XzzkJAQ7Nu3D9OmTcOYMWPQrl072NjYmMxja2uLkpIS6PX6uzrm5uZWp965c+di9uzZdaZHR0fDwcEBXbp0QXx8PEpLS+Hk5AR/f3+cOnUKANCqVStUV1cjLS0NABAaGorExEQUFxfDwcEB7dq1w4kTJwAALVu2hKWlJS5evKisp5SUFBgMBtja2iIoKEi5aEKLFi1ga2ur/MIFBwcjPT0dBQUFsLa2RmhoKPp51GwcuFhqjcIqS4Q4lQIAogrs4WNXiWY2lagUOhzIdUJfjyLoIJBeZo3sCj06O5cAAI4X2sPLphLetpUwQof9OU54uEkRrHQCl8utkF5mhW4uNfPGGOzgZmWEr10FAGBvjjN6uxfDxqIaWRVWSC6xRrjrVQBAbJEdHPTV8LcrBwDsz3FCD7ersLesRm6lHmeLbdDTrWbe+GJbWFsItLGvmfdAriO6upTCSW9EUZE1ysrKEBMTAwDw9fUFAKSmpgKoOYUhKSkJxcXFsLe3R2BgII4fP66sb71ej5SUFABAp06dkJqaisLCQtja2iI4OBjR0dEAgObNm8Pe3h5JSUkAaq4YeenSJeTn58PKygpdunRBZGQkAMDLywvOzs44f/48AKBDhw7IyspCbm4uLC0t0a1bN0RFRaG6uhqenp5wd3fH2bNnAQDt2rVDfn4+srOzodPp0L17dxw7dgxVVVVwd3eHl5cX4uPjAQABAQEoLi7G5cuXAQDdu3fHyZMnUVFRAVdXV7Rs2RKxsbEAgNatW6OsrAyXLl0CAHTt2hVnzpxBWVkZnJ2d4efnZ5JZo9GI9PR0AEDnzp1x7tw5XL16FY6OjggICMDJkycB1By9YmFhYZLZ5ORkFBUVwc7ODh06dFDWt7e3N6ytrZGcnKys77S0NBQUFMDGxgYhISGIiooCADRr1gwODg7K+u7YsSMuX76MvLy8Ouu7adOmcHFxUdZ3YGAgcnJykJOTAwsLC4SFhSnr28PDA5WVlcqybdu2RWFhIbKysgAA4eHhOH78OCorK+Hu7o5mzZopR8G0adMGV69eVdZ3WFgYTp06hfLycri6usLHxwenT58GAPj7+6OiogIZGRkAcM9+Rxw9elRZ346OjkhMTFQye+XKFeTl5UGv16Nr1644evQohBDw9PSEm5sbzp07BwBo37498vLykJ2drazv6OhoGI1GNGnSBE2bNlUy27ZtWxgMBly5cqXO+nZzc0OLFi1w5swZZX2XlJQgMzMTANCtWzfExsairKwMLi4u8PX1Vda3n58fqqqqlMx26dIFCQkJKCkpgaOjI9q0aXNb3xH5+fmIjIzkd8Rf5DvCw8MDCQkJSmb/zHdEfn4+qqur+R2Bv8Z3xJ34OwIAvyPw1/mOAG7/74ja/5v4HaHOd0RtTbeiE/fA5brT0tLQqlUrzJ07F7GxsVi3bp0y5urqivPnz+Prr7++q2Oenp516iwvL0d5ebny3GAwwMfHB4WFhXB2dr5j6+NOG7j0sNolNLqNL3eGg4OD2mWQhly9epWZISnMDMliZkgWM0OymBl1GQwGuLi43LIfVOXw8v3792P69OnKc72+Zod7YGAgjhw5okxPSUlBeXk53N3dERYWdlfH6mNjYwNnZ2eTB90bardIETUUM0OymBmSxcyQLGaGZDEz2qBK0x0YGIjly5djxYoVSEtLw9tvv43HHnsMTz75JAoLC7F27VoAwLx589C3b19YWlqid+/ed3WMtKWgoEDtEkhjmBmSxcyQLGaGZDEzJIuZ0QZVzulu0aIFNm/ejClTpmDatGno378/1q1bB71ejxUrVmDEiBGYPn06jEYjDh48WFPoXR4jbbG2tla7BNIYZoZkMTMki5khWcwMyWJmtOGeOKf7ehkZGYiOjkbPnj3rnFt9t8dupqHH8Kvtr3BO97ZJD0Cn06ldBmmIEIKZISnMDMliZkgWM0OymBl1NbQfvCebbq1g033vmNXdCuHh4WqXQRoSGRnJzJAUZoZkMTMki5khWcyMuu7pC6kRERERERER/RWw6Saz0KxZM7VLII1hZkgWM0OymBmSxcyQLGZGG9h0k1lwdHRUuwTSGGaGZDEzJIuZIVnMDMliZrSBTTeZhcTERLVLII1hZkgWM0OymBmSxcyQLGZGG9h0ExERERERETUSNt1kFjp06KB2CaQxzAzJYmZIFjNDspgZksXMaAObbjILV65cUbsE0hhmhmQxMySLmSFZzAzJYma0gU03mYW8vDy1SyCNYWZIFjNDspgZksXMkCxmRhvYdJNZ0Ov1apdAGsPMkCxmhmQxMySLmSFZzIw26IQQQu0itMpgMMDFxQWFhYVwdnZWu5wbGrj0sNolNLrtEb3ULoGIiIiIiP5CGtoPck83mYWjR4+qXQJpDDNDspgZksXMkCxmhmQxM9rAppvMAg/YIFnMDMliZkgWM0OymBmSxcxoA5tuMguenp5ql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6Saz4ObmpnYJpDHMDMliZkgWM0OymBmSxcxoA5tuMgvnzp1TuwTSGGaGZDEzJIuZIVnMDMliZrSBTTcRERERERFRI2HTTWahffv2apdAGsPMkCxmhmQxMySLmSFZzIw2sOkms5CXl6d2CaQxzAzJYmZIFjNDspgZksXMaAObbjIL2dnZapdAGsPMkCxmhmQxMySLmSFZzIw2sOkms2BhwSiTHGaGZDEzJIuZIVnMDMliZrRBJ3hH9T/NYDDAxcUFhYWFcHZ2VrucGxq49LDaJTS67RG91C6BiIiIiIj+QhraD3LTCJmF6OhotUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWTAajWqXQBrDzJAsZoZkMTMki5khWcyMNrDpJrPQpEkTtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWWjatKnaJZDGMDMki5khWcwMyWJmSBYzow1susksxMfHq10CaQwzQ7KYGZLFzJAsZoZkMTPawKabiIiIiIiIqJGw6Saz0LZtW7VLII1hZkgWM0OymBmSxcyQLGZGG9h0k1kwGAxql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SazcOXKFbVLII1hZkgWM0OymBmSxcyQLGZGG9h0ExERERERETUSnRBCqF2EVhkMBri4uKCwsBDOzs5ql3NDA5ceVruERrc9opfaJRARERER0V9IQ/tB7ukms3D8+HG1SyCNYWZIFjNDspgZksXMkCxmRhvYdJNZqKysVLsE0hhmhmQxMySLmSFZzAzJYma0gU03mQU3Nze1SyCNYWZIFjNDspgZksXMkCxmRhvYdJNZaNGihdolkMYwMySLmSFZzAzJYmZIFjOjDWy6ySycOXNG7RJIY5gZksXMkCxmhmQxMySLmdEGNt1EREREREREjYRNN5mFNm3aqF0CaQwzQ7KYGZLFzJAsZoZkMTPawKabzEJJSYnaJZDGMDMki5khWcwMyWJmSBYzow1susksZGZmql0CaQwzQ7KYGZLFzJAsZoZkMTPawKabiIiIiIiIqJGw6Saz0K1bN7VLII1hZkgWM0OymBmSxcyQLGZGG9h0k1mIjY1VuwTSGGaGZDEzJIuZIVnMDMliZrSBTTeZhbKyMrVLII1hZkgWM0OymBmSxcyQLGZGG9h0k1lwcXFRuwTSGGaGZDEzJIuZIVnMDMliZrSBTTeZBV9fX7VLII1hZkgWM0OymBmSxcyQLGZGG9h0k1k4ffq02iWQxjAzJIuZIVnMDMliZkgWM6MNbLqJiIiIiIiIGgmbbjILfn5+apdAGsPMkCxmhmQxMySLmSFZzIw2sOkms1BVVaV2CaQxzAzJYmZIFjNDspgZksXMaAObbjIL6enpapdAGsPMkCxmhmQxMySLmSFZzIw2sOkmIiIiIiIiaiRsusksdOnSRe0SSGOYGZLFzJAsZoZkMTMki5nRBjbdZBYSEhLULoE0hpkhWcwMyWJmSBYzQ7KYGW1g001moaSkRO0SSGOYGZLFzJAsZoZkMTMki5nRBjbdZBYcHR3VLoE0hpkhWcwMyWJmSBYzQ7KYGW1g001moU2bNmqXQBrDzJAsZoZkMTMki5khWcyMNrDpJrMQExOjdgmkMcwMyWJmSBYzQ7KYGZLFzGgDm24iIiIiIiKiRsKmm8yCr6+v2iWQxjAzJIuZIVnMDMliZkgWM6MNqjXdW7duRevWraHX6xEeHo74+HgAQEREBHQ6nfIICAhQlomNjUVYWBjc3Nwwffp0CCEadYyIiIiIiIjodqjSdCclJWHMmDGYN28eMjIy0KpVK4wdOxYAcOzYMezYsQP5+fnIz8/HiRMnAADl5eUYOHAgunbtiujoaMTFxWHNmjWNNkbakpqaqnYJpDHMDMliZkgWM0OymBmSxcxogypNd3x8PObMmYOhQ4fCy8sLr732GqKjo1FVVYXY2Fj07t0brq6ucHV1hZOTEwBg586dKCwsxIIFC9CmTRvMmTMHq1atarQxIiIiIiIiotulV+NNBwwYYPL87NmzCAgIwOnTpyGEQGhoKDIyMvDQQw9hxYoV8PX1RUxMDHr06AF7e3sAQEhICOLi4gCgUcbqU15ejvLycuW5wWC4E6uD7oD77rtP7RJIY5gZksXMkCxmhmQxMySLmdEGVZrua1VUVGD+/PmYMmUK4uLiEBQUhKVLl8LDwwOTJ0/G+PHjsXPnThgMBvj7+yvL6XQ6WFpaIj8/v1HG3Nzc6tQ6d+5czJ49u8706OhoODg4oEuXLoiPj0dpaSmcnJzg7++PU6dOAQBatWqF6upqpKWlAQBCQ0ORmJiI4uJiODg4oF27dsqh9C1btoSlpSUuXrwIoGZjQEpKCgwGA2xtbREUFIRjx44BAFq0aAFbW1tcuHABABAcHIz09HQUFBTA2toaoaGh6OdRs3HgYqk1CqssEeJUCgCIKrCHj10lmtlUolLocCDXCX09iqCDQHqZNbIr9OjsXAIAOF5oDy+bSnjbVsIIHfbnOOHhJkWw0glcLrdCepkVurnUzBtjsIOblRG+dhUAgL05zujtXgwbi2pkVVghucQa4a5XAQCxRXZw0FfD365mY8b+HCf0cLsKe8tq5FbqcbbYBj3dauaNL7aFtYVAG/uaeQ/kOqKrSymc9EZERkYiPDxcuW1C7UUlag+5ue+++5CUlITi4mLY29sjMDAQx48fV9a3Xq9HSkoKAKBTp05ITU1FYWEhbG1tERwcjOjoaABA8+bNYW9vj6SkJABAUFAQLl26hPz8fFhZWaFLly6IjIwEAHh5ecHZ2Rnnz58HAHTo0AFZWVnIzc2FpaUlunXrhqioKFRXV8PT0xPu7u44e/YsAKBdu3bIz89HdnY2dDodunfvjmPHjqGqqgru7u7w8vJSroMQEBCA4uJiXL58GQDQvXt3nDx5EhUVFXB1dUXLli0RGxsLAGjdujXKyspw6dIlAEDXrl1x5swZlJWVwdnZGX5+fiaZNRqNSE9PBwB07twZ586dw9WrV+Ho6IiAgACcPHkSAODj4wMLCwuTzCYnJ6OoqAh2dnbo0KGDsr69vb1hbW2N5ORkZX2npaWhoKAANjY2CAkJQVRUFACgWbNmcHBwUNZ3x44dcfnyZeTl5dVZ302bNoWLi4uyvgMDA5GTk4OcnBxYWFggLCxMWd8eHh4oLCxEZWUlAKBt27YoLCxEVlYWACA8PBzHjx9HZWUl3N3d0axZM2WDXJs2bXD16lVlfYeFheHUqVMoLy+Hq6srfHx8cPr0aQCAv78/KioqkJGRAQD37HfE0aNHlfXt6OiIxMREJbNXrlxBXl4e9Ho9unbtiqNHj0IIAU9PT7i5ueHcuXMAgPbt2yMvLw/Z2dnK+o6OjobRaESTJk3QtGlTJbNt27aFwWDAlStX6qxvNzc3tGjRAmfOnFHWd0lJCTIzMwEA3bp1Q2xsLMrKyuDi4gJfX19lffv5+aGqqkrJbJcuXZCQkICSkhI4OjqiTZs2t/UdcerUKTg7O/M74i/yHeHh4YGEhAQls3/mO8JgMODRRx/ldwT+Gt8Rd+LvCBsbGxQXFwPgd8Rf4TsCuP2/Iw4fPgxnZ2d+R6j0HVFb063ohMpXDnvzzTexZ88eREVFwcrKymTs4sWLaN26NfLz8/HRRx+hsrISCxYsUMZ9fHxw5MgRLFmy5I6PeXt716m1vj3dPj4+KCwshLOz8x1ZH41h4NLDapfQ6GZ1t0J4eLjaZZCG1G6oIWooZoZkMTMki5khWcyMugwGA1xcXG7ZD6p6y7C9e/di2bJlWL9+fZ2GGwBcXV1RXV2NzMxMuLu7Izs722S8qKgI1tbWjTJWHxsbGzg7O5s86N5Qe4oAUUMxMySLmSFZzAzJYmZIFjOjDao13RcuXMDIkSPx5ZdfomPHjgCAN954A5s2bVLmiYqKgoWFBXx8fBAWFoYjR44oYykpKSgvL4e7u3ujjJG2BAYGql0CaQwzQ7KYGZLFzJAsZoZkMTPaoErTXVpaigEDBmDw4MEYNGgQiouLUVxcjPvuuw8zZ87EoUOHsH//fkRERGD06NGwt7dH7969UVhYiLVr1wIA5s2bh759+8LS0rJRxkhbas/zIWooZoZkMTMki5khWcwMyWJmtEGVC6nt3r0b8fHxiI+Px8qVK5XpycnJSEhIwKBBg+Dk5ISnn34ac+bMqSlUr8eKFSswYsQITJ8+HUajEQcPHmy0MSIiIiIiIqLbpfqF1GRlZGQgOjoaPXv2hKenZ6OP3UxDT5xX21/hQmrLhvjXe/E7ohvJyMhgZkgKM0OymBmSxcyQLGZGXQ3tB1W/ZZgsb2/vGwarMcZIG/R6zUWZVMbMkCxmhmQxMySLmSFZzIw2qHr1cqI7pfbemEQNxcyQLGaGZDEzJIuZIVnMjDaw6SYiIiIiIiJqJGy6ySx06tRJ7RJIY5gZksXMkCxmhmQxMySLmdEGNt1kFlJTU9UugTSGmSFZzAzJYmZIFjNDspgZbWDTTWahsLBQ7RJIY5gZksXMkCxmhmQxMySLmdEGNt1kFmxtbdUugTSGmSFZzAzJYmZIFjNDspgZbWDTTWYhODhY7RJIY5gZksXMkCxmhmQxMySLmdEGNt1kFqKjo9UugTSGmSFZzAzJYmZIFjNDspgZbWDTTURERERERNRI2HSTWWjevLnaJZDGMDMki5khWcwMyWJmSBYzow1susks2Nvbq10CaQwzQ7KYGZLFzJAsZoZkMTPawKabzEJSUpLaJZDGMDMki5khWcwMyWJmSBYzow1suomIiIiIiIgaCZtuMgtBQUFql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SazcOnSJbVLII1hZkgWM0OymBmSxcyQLGZGG9h0k1nIz89XuwTSGGaGZDEzJIuZIVnMDMliZrSBTTeZBSsrK7VLII1hZkgWM0OymBmSxcyQLGZGG3RCCKF2EVplMBjg4uKCwsJCODs7q13ODQ1celjtEhrd9oheapdARERERER/IQ3tB7mnm8xCZGSk2iWQxjAzJIuZIVnMDMliZkgWM6MNbLqJiIiIiIiIGgmbbjILXl5eapdAGsPMkCxmhmQxMySLmSFZzIw2sOkms3Avn1NP9yZmhmQxMySLmSFZzAzJYma0gU03mYXz58+rXQJpDDNDspgZksXMkCxmhmQxM9rAppuIiIiIiIiokbDpJrPQoUMHtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWcjKylK7BNIYZoZkMTMki5khWcwMyWJmtIFNN5mF3NxctUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWbC0tFS7BNIYZoZkMTMki5khWcwMyWJmtEEnhBBqF6FVBoMBLi4uKCwsvKcv1z9w6WG1S2h02yN6qV0CERERERH9hTS0H+SebjILUVFRapdAGsPMkCxmhmQxMySLmSFZzIw2sOkms1BdXa12CaQxzAzJYmZIFjNDspgZksXMaAObbjILnp6eapdAGsPMkCxmhmQxMySLmSFZzIw2sOkms+Du7q52CaQxzAzJYmZIFjNDspgZksXMaAObbjILZ8+eVbsE0hhmhmQxMySLmSFZzAzJYma0gU03ERERERERUSNh001moV27dmqXQBrDzJAsZoZkMTMki5khWcyMNrDpJrOQn5+vdgmkMcwMyWJmSBYzQ7KYGZLFzGgDm24yC9nZ2WqXQBrDzJAsZoZkMTMki5khWcyMNrDpJrOg0+nULoE0hpkhWcwMyWJmSBYzQ7KYGW3QCSGE2kVolcFggIuLCwoLC+Hs7Kx2OTc0cOlhtUtodNsjeqldAhERERER/YU0tB/knm4yC8eOHVO7BNIYZoZkMTMki5khWcwMyWJmtIFNN5mFqqoqtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWXB3d1e7BNIYZoZkMTMki5khWcwMyWJmtIFNN5kFLy8vtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWYiPj1e7BNIYZoZkMTMki5khWcwMyWJmtIFNNxEREREREVEjYdNNZiEgIEDtEkhjmBmSxcyQLGaGZDEzJIuZ0QY23WQWiouL1S6BNIaZIVnMDMliZkgWM0OymBltYNNNZuHy5ctql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SYiIiIiIiJqJDohhFC7CK0yGAxwcXFBYWEhnJ2d1S7nhgYuPax2CY1u26QHoNPp1C6DNEQIwcyQFGaGZDEzJIuZIVnMjLoa2g9yTzeZhZMnT6pdAmkMM0OymBmSxcyQLGaGZDEz2sCmm8xCRUWF2iWQxjAzJIuZIVnMDMliZkgWM6MNbLrJLLi6uqpdAmkMM0OymBmSxcyQLGaGZDEz2sCmm8xCy5Yt1S6BNIaZIVnMDMliZkgWM0OymBltYNNNZiE2NlbtEkhjmBmSxcyQLGaGZDEzJIuZ0QY23URERERERESNhE03mYXWrVurXQJpDDNDspgZksXMkCxmhmQxM9rAppvMQllZmdolkMYwMySLmSFZzAzJYmZIFjOjDWy6ySxcunRJ7RJIY5gZksXMkCxmhmQxMySLmdEGNt1EREREREREjUS1pnvr1q1o3bo19Ho9wsPDER8fD6DmCnxhYWFwc3PD9OnTIYRQlrnbY6QdXbt2VbsE0hhmhmQxMySLmSFZzAzJYma0QZWmOykpCWPGjMG8efOQkZGBVq1aYezYsSgvL8fAgQPRtWtXREdHIy4uDmvWrAGAuz5G2nLmzBm1SyCNYWZIFjNDspgZksXMkCxmRhtUabrj4+MxZ84cDB06FF5eXnjttdcQHR2NnTt3orCwEAsWLECbNm0wZ84crFq1CgDu+hhpCy8iQbKYGZLFzJAsZoZkMTMki5nRBr0abzpgwACT52fPnkVAQABiYmLQo0cP2NvbAwBCQkIQFxcHAHd9rD7l5eUoLy9XnhsMhttbEXTHODs7q10CaQwzQ7KYGZLFzJAsZoZkMTPaoErTfa2KigrMnz8fU6ZMwYULF+Dv76+M6XQ6WFpaIj8/HwaD4a6Oubm51al17ty5mD17dp3p0dHRcHBwQJcuXRAfH4/S0lI4OTnB398fp06dAgC0atUK1dXVSEtLAwCEhoYiMTERxcXFcHBwQLt27XDixAkAQMuWLWFpaYmLFy8CqNkYkJKSAoPBAFtbWwQFBeHYsWMAgBYtWsDW1hYXLlwAAAQHByM9PR0FBQWwtrZGaGgo+nnUbBy4WGqNwipLhDiVAgCiCuzhY1eJZjaVqBQ6HMh1Ql+PIuggkF5mjewKPTo7lwAAjhfaw8umEt62lTBCh/05Tni4SRGsdAKXy62QXmaFbi4188YY7OBmZYSvXQUAYG+OM3q7F8PGohpZFVZILrFGuOtVAEBskR0c9NXwt6vZmLE/xwk93K7C3rIauZV6nC22QU+3mnnji21hbSHQxr5m3gO5jujqUgonvREVFU4oKytDTEwMAMDX1xcAkJqaCgC47777kJSUhOLiYtjb2yMwMBDHjx9X1rder0dKSgoAoFOnTkhNTUVhYSFsbW0RHByM6OhoAEDz5s1hb2+PpKQkAEBQUBAuXbqE/Px8WFlZoUuXLoiMjAQAeHl5wdnZGefPnwcAdOjQAVlZWcjNzYWlpSW6deuGqKgoVFdXw9PTE+7u7jh79iwAoF27dsjPz0d2djZ0Oh26d++OY8eOoaqqCu7u7vDy8lKugxAQEIDi4mJcvnwZANC9e3ecPHkSFRUVcHV1RcuWLREbGwug5l6OZWVlypUuu3btijNnzqCsrAzOzs7w8/MzyazRaER6ejoAoHPnzjh37hyuXr0KR0dHBAQE4OTJkwAAHx8fWFhYmGQ2OTkZRUVFsLOzQ4cOHZT17e3tDWtrayQnJyvrOy0tDQUFBbCxsUFISAiioqIAAM2aNYODg4Oyvjt27IjLly8jLy+vzvpu2rQpXFxclPUdGBiInJwc5OTkwMLCAmFhYcr69vDwgLu7u7Js27ZtUVhYiKysLABAeHg4jh8/jsrKSri7u6NZs2bKBrk2bdrg6tWryvoOCwvDqVOnUF5eDldXV/j4+OD06dMAAH9/f1RUVCAjIwMA7tnviKNHjyrr29HREYmJiUpmr1y5gry8POj1enTt2hVHjx6FEAKenp5wc3PDuXPnAADt27dHXl4esrOzlfUdHR0No9GIJk2aoGnTpkpm27ZtC4PBgCtXrtRZ325ubmjRooVyuFybNm1QUlKCzMxMAEC3bt0QGxuLsrIyuLi4wNfXV1nffn5+qKqqUjLbpUsXJCQkoKSkBI6OjmjTps1tfUfk5+cjMjKS3xF/ke8IDw8PJCQkKJn9M98RRqMR1dXV/I7AX+M74k78HdGhQwd+R+Cv8x0B3P7fEbX/N/E7Qp3viNqabkUnVL5y2Jtvvok9e/YgKioKs2bNQmVlJRYsWKCM+/j44MiRI1iyZMldHfP29q5Ta317un18fFBYWHhPb2UauPSw2iU0ulndrRAeHq52GaQhkZGRzAxJYWZIFjNDspgZksXMqMtgMMDFxeWW/aCqtwzbu3cvli1bhvXr18PKygru7u7Izs42maeoqAjW1tZ3faw+NjY2cHZ2NnkQERERERER3YhqTfeFCxcwcuRIfPnll+jYsSOAmsMrjhw5osyTkpKC8vJyuLu73/Ux0pZWrVqpXQJpDDNDspgZksXMkCxmhmQxM9qgStNdWlqKAQMGYPDgwRg0aBCKi4tRXFyMBx98EIWFhVi7di0AYN68eejbty8sLS3Ru3fvuzpG2mI0GtUugTSGmSFZzAzJYmZIFjNDspgZbVDlnO4tW7bg6aefrjM9OTkZJ0+exIgRI+Dk5ASj0YiDBw8iKChIWe5ujt1KQ4/hVxvP6Saqi+dAkSxmhmQxM+YvNzcXZ8+eRbt27eDh4XHbr8fMkCxmRl339DndgwcPhhCizsPPzw+DBw/G+fPnsWLFCsTHx5s0wHd7jIiIiIi0JTc3F/7+/srVxAFg3bp18PX1haOjI/r27auMrVmzBjqdrs5jzZo1AICtW7eidevW0Ov1CA8PN7lS8caNGxEQEICJEyfC19cXGzduVMZWr16N4OBguLq6Yvjw4cjJybkbH52I7lGqX71cy7in+97x4/juN7wAHlF9KioqmBmSwsyQLGbm7svJycHAgQNx5MgRJCcnw8/PD0lJSejTpw+2bNkCDw8PzJ49G0lJSThw4AAqKipQUlKiLF9cXIzOnTsjMjISQgiEhYVh2bJleOihhxAREYGMjAz89ttvKCgoQNu2bfHLL78gODgY69atw6xZs3Dx4kX8/PPPePrpp/HTTz+hXbt2mDBhAgwGA3799ddb1s/MkCxmRl339J5uojut9h5/RA3FzJAsZoZkMTN337BhwzBs2DCTaSdOnECPHj3QpUsX+Pr6YsyYMcrPxtraGq6urspj7dq1GDJkCFq3bo34+HjMmTMHQ4cOhZeXF1577TXlfttFRUVYtGgRgoODAdTcxzs/Px8AsHbtWowdOxb9+vVDq1at8Omnn+Lw4cPIzc29Zf3MDMliZrRBr3YBRHfC1atX1S6BNIaZIVnMDMliZu6+FStWoHXr1nj99deVaR07dsT+/ftx4sQJtG7dGv/+97/Rr1+/OsuWlZVh8eLFiIyMBAAMGDDAZPzs2bMICAgAAPj4+GDkyJEAgMrKSsyfPx9DhgwBULO3vXPnzspytRfo1etv/Wc3M0OymBltYNNNZsHR0VHtEkhjmBmSxcyQLGbm7mvdunWdaR07dsSzzz6LLl26AAD8/f2Vxvpa69evR48ePeDn51dnrKKiAvPnz8eUKVNMpsfExKBPnz6wtrZGQkICACA0NBTbtm3D66+/Dp1Oh9WrV6N79+5wcXG5Zf3MDMliZrSBh5eTWajd8kzUUMwMyWJmSBYzc284cuQItm/fjsjISBQVFWH48OF44okncP1ljZYtW4ZXX3213teYNWsWHB0dMW7cOJPpISEh2LdvH4KCgjBmzBgAwLRp01BRUYGuXbuiZ8+e+PjjjzFp0qQG1crMkCxmRhukm+68vDx89NFHCAsLg5+fHzp27IhBgwZh8+bNjVEfUYOcPHlS7RJIY5gZksXMkCxm5t7w/fffY9iwYejevTscHR3x4Ycf4sKFC4iJiVHmSUxMRGJiIvr27Vtn+b1792LZsmVYv349rKysTMZ0Oh06d+6MNWvWYOvWrcjPz4e7uzt+++03bNq0CSEhIQgMDMSIESMaVCszQ7KYGW2Qarr37duHBx54AHZ2dti+fTtSUlJw6tQpzJgxA5s3b0afPn2QmZnZWLUSEREREUmpqqrClStXlOdFRUW4evUqjEajMm3Tpk0YMGBAnab6woULGDlyJL788kt07NhRmb5//35Mnz5deV57vraFxf/9ad2iRQv89NNPmDt3rnJeNxH9NTX4nO7t27fjvffew65du9CqVav/ewG9Hj169MCmTZuwevVq9OvXD4cOHYK7u3ujFExUHx8fH7VLII1hZkgWM0OymJl7wwMPPICXX34ZCxcuhJeXF7766it4eXkhJCREmWfXrl3K4eG1SktLMWDAAAwePBiDBg1CcXExAMDBwQGBgYEYPHgw2rZti8cffxyzZs3CY489ZnLe9tKlS5X5GoqZIVnMjDY0uOn+8ccfsW3bNnh7e99wnjFjxqCiogLHjx+v9/AcosZy7ZZlooZgZkgWM0OymJl7w/PPP4+zZ89i0aJFyMzMRHBwMH766Sdlr3ZpaSkiIyOxYsUKk+V2796N+Ph4xMfHY+XKlcr02vt/b968GVOmTMG0adPQv39/rFu3TpmnoKAAn3zyCXbt2iVVKzNDspgZbdCJ668iQQ3W0Juhq23g0sNql9DoZnW3Qnh4uNplkIZERkYyMySFmSFZzAzJYmZIFjOjrob2g9w0QkRERERERNRIpO/TXVZWBltb2xuOFxYW4o033sCSJUvg4OBwW8URNdS152URNQQzQ7KYGZLFzNxZf4Uj9zaN7ap2CaQx/J7RBuk93e3atcOAAQOwcuVK5OXl1Rl/7733cPjwYeUqjkR3Q3JystolkMYwMySLmSFZzAzJYmZIFjOjDdKdcWlpKfr06YN169bBxsYGo0aNUsZ+/PFHrFixAocOHYKNjc0dLZToZoqKitQugTSGmSFZzAzJYmZIFjNDspgZbZBuunU6HaZOnYqpU6eaTF+/fj3+8Y9/YPv27ejalYfG0N1lZ2endgmkMcwMyWJmSBYzQ7KYGZLFzGjDnz4GfPXq1SgtLUVhYSG2bdsGe3t7HDhwAEFBQXeyPqIG6dChg9olkMYwMySLmSFZzAzJYmZIFjOjDQ06p1sIgZUrV6KyslKZdurUKezatQs//PADTp48iaCgIHh4eDRaoUQ3c/z4cbVLII1hZkgWM0OymBmSxcyQLGZGGxrUdCcmJuKzzz6Dr68vioqKkJGRgYULF2Lbtm04duwYMjIy4OjoiG7duvEHT0RERERERPT/Najpbtu2LRISErB3716MHTsWnTp1wowZM3D16lUAgLu7O+bMmYMlS5bgb3/7G1JSUhqzZqI6vL291S6BNIaZIVnMDMliZkgWM0OymBltkLplWHBwMJYuXYozZ84gMTERO3bsMBl/+umn8eqrr2LYsGF3tEiiW7G2tla7BNIYZoZkMTMki5khWcwMyWJmtEH6Pt0XL17Eu+++i++++w5DhgxB//798dlnn8FoNAIAZs2ahZKSEqSmpt7xYoluhPcoJFnMDMliZkgWM0OymBmSxcxog1TTvWvXLnTp0gUAUFFRAb1ej2nTpuGnn35Cp06dsHfvXlhbW+PYsWPw9fVtlIKJiIiIiIiItKLBTfe5c+cwbNgwfPnll/jqq6/g6OgIAOjXrx9+++03zJ49Gy+++CIGDx6M/Pz8RiuYqD6dOnVSuwTSGGaGZDEzJIuZIVnMDMliZrShwU13u3btkJSUhKFDh9Y7/txzz+HEiRPw8fGBu7v7HSuQqCHS0tLULoE0hpkhWcwMyWJmSBYzQ7KYGW3Qy8zcpEmTm443b94cS5cuva2CiP6MgoICtUsgjWFmSBYzQ7KYGZLFzJAsZkYbGrynu6qqqkHzCSH+dDFEf5aNjY3aJZDGMDMki5khWcwMyWJmSBYzow0Nbrr79OmDw4cP33K+MWPGYPPmzbdVFJGskJAQtUsgjWFmSBYzQ7KYGZLFzJAsZkYbGtx0f/311xg3bhz++9//1jteVlaG0aNHIz8/H88+++wdK5CoIaKiotQugTSGmSFZzAzJYmZIFjNDspgZbWhw0922bVvs27cPS5cuxaBBg7Bp0yZER0fjwIEDmDt3LoKCguDj44Mff/wROp2uMWsmIiIiIiIi0gSpC6k1b94cu3fvxh9//IGtW7fiP//5D5ycnBAYGIhff/0VLVq0aKw6iW6qWbNmapdAGsPMkCxmhmQxMySLmSFZzIw2SDXdte6//37cf//9d7oWoj/NwcFB7RJIY5gZksXMkCxmhmQxMySLmdGGBh9eTnQvS0pKUrsE0hhmhmQxMySLmSFZzAzJYma0gU03ERERERERUSNh001moWPHjmqXQBrDzJAsZoZkMTMki5khWcyMNrDpJrNw+fJltUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWcjLy1O7BNIYZoZkMTMki5khWcwMyWJmtIFNN5kFKysrtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWejSpYvaJZDGMDMki5khWcwMyWJmSBYzow1susksREZGql0CaQwzQ7KYGZLFzJAsZoZkMTPaIN10V1RUYPz48Ted59NPP0V6evqfLoqIiIiIiIjIHOhlF7CyssK6deuQlpYGb29vtG/fHj179kT37t2h1+uxd+9evP/++3j88cfRsmXLxqiZqI6mTZuqXQJpDDNDspgZksXMkCxmhmQxM9og3XTrdDo0adIE//jHP5CZmYnk5GTMmjUL586dw/PPP49vvvkG69atQ3BwcGPUS1QvFxcXtUsgjWFmSBYzQ7KYGZLFzJAsZkYbGnx4+erVq7Fnzx6UlZXBzs4O/fv3x+jRozF79mx88sknCAgIwLJly9C5c2cMHjy4EUsmquv8+fNql0Aaw8yQLGaGZDEzJIuZIVnMjDY0uOk+duwYpk+fDjc3N1y5cgX//Oc/MWLECPj7++Mf//gHXnzxReTk5MDd3R3vvPNOY9ZMREREREREpAkNPrz8888/BwDExsZi7dq1iIyMxP79+/HWW2/hww8/VOZbsWIFQkJCMHz4cHTq1OnOV0xUj8DAQLVLII1hZkgWM0OymBmSxcyQLGZGGxq8p3vq1KkYM2YMdu7cifz8fKxduxajRo1CQEAABg4ciB9++AFXr17FI488gpkzZyIjI6Mx6yYykZOTo3YJpDHMDMliZkgWM0OymBmSxcxoQ4Ob7jlz5uDRRx9FcXExLC0tMWLECDz++OMYPXo0jhw5gm+++QZt2rRB586dMW7cOPztb39rzLqJTPALh2QxMySLmSFZzAzJYmZIFjOjDQ0+vPzZZ5+FtbU1srOzcfnyZQQGBuLHH3/E/fffDzc3N2zfvh3PPfcc9uzZg8uXL6NZs2aNWTeRCQsL6VvO018cM0OymBmSxcyQLGaGZDEz2tDgn9LQoUMxdOhQPPjgg0hMTISdnR2eeeYZ9OrVC7m5ufj999+RmJiITz75BK+//nojlkxUV1hYmNolkMYwMySLmSFZzAzJYmZIFjOjDQ1uuh944AHMnz8fTk5OGDx4MC5evAg7OzucOXMGADB9+nS0bNkSw4YNQ1JSEi9fT3dVVFSU2iWQxjAzJIuZIVnMDMliZkgWM6MNDT68fN++fXj77beh0+mQkJCAzz//HL169cKRI0dgb2+P3377DZmZmQCAYcOG4ffff0fbtm0brXCia1VXV6tdAmkMM0OymBmSxcyQLGaGZDEz2tDgpvvvf/87AKCyshL9+/eHg4MDtm/fDg8PD2zatAkA0Lx5cwDA888/j5YtWzZCuUT18/DwULsE0hhmhmQxMySLmSFZzAzJYma0QfrM+x9++AElJSUAgKCgIFhYWOD+++9Xxo8fP46wsDBeSY/uKn7hkCxmhmQxMySLmSFZzAzJYma0Qbrpnjx5Mry9vfHAAw/g119/NRkrLy/H+PHj0a9fPwaA7qqEhAS1SyCNYWZIFjNDspgZksXMkCxmRhsafHj5tS5duoRt27bBzs7OZPrYsWOh0+nw5Zdf3pHiiIiIiIiIiLRMuunW6XTw8PDAyy+/rExLSEjAlClTUFFRgX379sHBweGOFkl0K7xoH8liZkgWM0OymBmSxcyQLGZGG/703dSfe+45dO/eHe3bt8d9992HQYMG4eeff4aTk9OdrI+oQQoLC9UugTSGmSFZzAzJYmZIFjNDspgZbWhQ052fn49evXph27ZtEEIAAMaNG4e3334bkyZNwhNPPIEPP/wQ33zzTaMWS3QjWVlZapdAGsPMkCxmhmQxMySLmSFZzIw2NOjw8qqqKgwYMAAffPABcnNzMX/+fERERMDGxgYAEBERgbi4OAwdOhQXLlzA+++/36hFExEREREREWlBg/Z0e3p64u2330ZUVBSioqJw+PBhdOjQAYcPH1bm6dixI37++WesXbsWGzZsaLSCieoTHh6udgmkMcwMyWJmSBYzQ7KYGZLFzGiD9DndXbt2xdq1a7F48WJ4enoiISEB1dXVAIBmzZrhq6++wsSJE5GdnX3HiyW6kePHj6tdAmkMM0OymBmSxcyQLGaGZDEz2iDddC9ZsgStW7fG/fffj7Zt22L48OHo0qULfvvtNwBA37598eabb8LR0fGWr5Wbmwt/f3+kpKQo0yIiIqDT6ZRHQECAMhYbG4uwsDC4ublh+vTpyvnljTVG2lFZWal2CaQxzAzJYmZIFjNDspgZksXMaEODm+7S0lIMHz4cCxYswE8//QQPDw9YWFggKioKr732GoYNG4aRI0fi0qVLePvtt+vcw/t6OTk5GDBggEnDDQDHjh3Djh07kJ+fj/z8fJw4cQIAUF5ejoEDB6Jr166Ijo5GXFwc1qxZ02hjpC3u7u5ql0Aaw8yQLGaGZDEzJIuZIVnMjDY0uOnOy8sDUNMU9+7dW5mu1+sxfvx4nDlzBpaWlggMDER6evotX2/YsGEYNmyYybSqqirExsaid+/ecHV1haurq3ILsp07d6KwsBALFixAmzZtMGfOHKxatarRxkhbmjVrpnYJpDHMDMliZkgWM0OymBmSxcxoQ4Obbm9vb2zYsAFNmjSpd9zZ2Rlr167Fvn370LJly1u+3ooVK/CPf/zDZNrp06chhEBoaCjs7Ozwt7/9DampqQCAmJgY9OjRA/b29gCAkJAQxMXFNdpYfcrLy2EwGEwedG+42c+NqD7MDMliZkgWM0OymBmSxcxoQ4NuGSYjLCysQfO1bt26zrS4uDgEBQVh6dKl8PDwwOTJkzF+/Hjs3LkTBoMB/v7+yrw6nQ6WlpbIz89vlDE3N7c69c2dOxezZ8+uMz06OhoODg7o0qUL4uPjUVpaCicnJ/j7++PUqVMAgFatWqG6uhppaWkAgNDQUCQmJqK4uBgODg5o166dcih9y5YtYWlpiYsXLwKo2RiQkpICg8EAW1tbBAUF4dixYwCAFi1awNbWFhcuXAAABAcHIz09HQUFBbC2tkZoaCj6edRsHLhYao3CKkuEOJUCAKIK7OFjV4lmNpWoFDocyHVCX48i6CCQXmaN7Ao9OjuXAACOF9rDy6YS3raVMEKH/TlOeLhJEax0ApfLrZBeZoVuLjXzxhjs4GZlhK9dBQBgb44zersXw8aiGlkVVkgusUa461UAQGyRHRz01fC3KwcA7M9xQg+3q7C3rEZupR5ni23Q061m3vhiW1hbCLSxr5n3QK4jurqUwklvRFGRNcrKyhATEwMA8PX1BQBlo819992HpKQkFBcXw97eHoGBgcqFJ1q2bAm9Xq+c6tCpUyekpqaisLAQtra2CA4ORnR0NACgefPmsLe3R1JSEgAgKCgIly5dQn5+PqysrNClSxdERkYCALy8vODs7Izz588DADp06ICsrCzk5ubC0tIS3bp1Q1RUFKqrq+Hp6Ql3d3ecPXsWANCuXTvk5+cjOzsbOp0O3bt3x7Fjx1BVVQV3d3d4eXkhPj4eABAQEIDi4mJcvnwZANC9e3ecPHkSFRUVcHV1RcuWLREbGwug5veurKwMly5dAlBzYcQzZ86grKwMzs7O8PPzM8ms0WhUjlzp3Lkzzp07h6tXr8LR0REBAQE4efIkAMDHxwcWFhYmmU1OTkZRURHs7OzQoUMHZX17e3vD2toaycnJyvpOS0tDQUEBbGxsEBISgqioKAA1W28dHByU9d2xY0dcvnwZeXl5ddZ306ZN4eLioqzvwMBA5OTkICcnBxYWFggLC1PWt4eHByorK5Vl27Zti8LCQuVel+Hh4Th+/DgqKyvh7u6OZs2aKf+ptWnTBlevXlXWd1hYGE6dOoXy8nK4urrCx8cHp0+fBgD4+/ujoqICGRkZAHDPfkccPXpUWd+Ojo5ITExUMnvlyhXk5eVBr9eja9euOHr0KIQQ8PT0hJubG86dOwcAaN++PfLy8pCdna2s7+joaBiNRjRp0gRNmzZVMtu2bVsYDAZcuXKlzvp2c3NDixYtcObMGWV9l5SUIDMzEwDQrVs3xMbGoqysDC4uLvD19VXWt5+fH6qqqpTMdunSBQkJCSgpKYGjoyPatGlzW98R+fn5iIyM5HfEX+Q7wsPDAwkJCUpm/8x3RH5+Pqqrq/kdgTvzHdHPw9Bof0cUVFki1mCHXu7FAIBzV21rftccygAAh/McEexcCle9EUVVljhWaIeHm9TMm1Rig4pqHTo41sz7e74D2juWo4lVFUqMFjiS74BHPIoAAMmlNrhaZYHg//+3WGSBA/ztK9DUuhLl1RYA3Pgdgb/OdwRw+39H1P7fxO8Idf6OqK3pVnRC5SuH6XQ6JCcnw8/Pr87YxYsX0bp1a+Tn5+Ojjz5CZWUlFixYoIz7+PjgyJEjWLJkyR0f8/b2rlNPeXk5ysvLlecGgwE+Pj4oLCyEs7Pz7a6KRjNw6eFbz6Rxq4cHwsPDQ+0ySENycnKYGZLCzJAsZubO4t8zRHXxe0ZdBoMBLi4ut+wHpa9efje5urqiuroamZmZcHd3r3MbsqKiIlhbWzfKWH1sbGzg7Oxs8qB7w9WrV9UugTSGmSFZzAzJYmZIFjNDspgZbbinmu433ngDmzZtUp5HRUXBwsICPj4+CAsLw5EjR5SxlJQUlJeXw93dvVHGSFtqD9EhaihmhmQxMySLmSFZzAzJYma04Z5qukNDQzFz5kwcOnQI+/fvR0REBEaPHg17e3v07t0bhYWFWLt2LQBg3rx56Nu3LywtLRtljIiIiIiIiOh23XPndM+YMQPLli2Dk5MTnn76acyZMwcODg4AgC1btmDEiBFwcnKC0WjEwYMHERQU1Ghjt9LQY/jV9lc4B2rrxJ6wsLintiHRPa66upqZISnMDMliZu4s/j1DVBe/Z9TV0H5Q9aZbVkZGBqKjo9GzZ094eno2+tjNsOm+d3zwoCNCQ0PVLoM05OTJk8wMSWFmSBYzc2fx7xmiuvg9o66G9oN3/JZhjc3b27veK4s31hhpw7VXlSdqCGaGZDEzJIuZIVnMDMliZrSBxyKQWXB1dVW7BNIYZoZkMTMki5khWcwMyWJmtIFNN5kFHx8ftUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWTh9+rTaJZDGMDMki5khWcwMyWJmSBYzow1suomIiIiIiIgaCZtuMgv+/v5ql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SazUFFRoXYJpDHMDMliZkgWM0OymBmSxcxoA5tuMgsZGRlql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SYiIiIiIiJqJGy6ySx06dJF7RJIY5gZksXMkCxmhmQxMySLmdEGNt1kFuLj49UugTSGmSFZzAzJYmZIFjNDspgZbWDTTWahtLRU7RJIY5gZksXMkCxmhmQxMySLmdEGNt1kFpycnNQugTSGmSFZzAzJYmZIFjNDspgZbWDTTWaB9ygkWcwMyWJmSBYzQ7KYGZLFzGgDm24yC6dOnVK7BNIYZoZkMTMki5khWcwMyWJmtIFNNxEREREREVEjYdNNZqFVq1Zql0Aaw8yQLGaGZDEzJIuZIVnMjDaw6SazUF1drXYJpDHMDMliZtSRm5sLf39/pKSkKNO2bt2K1q1bQ6/XIzw83OSWOREREdDpdMojICAAALBmzRqT6bWPNWvWAABiY2MRFhYGNzc3TJ8+HUKIW9ZxK8wMyWJmSBYzow1suskspKWlqV0CaQwzQ7KYmbsvJycHAwYMMGl0k5KSMGbMGMybNw8ZGRlo1aoVxo4dq4wfO3YMO3bsQH5+PvLz83HixAkAwIgRI5Rp+fn5SEtLg4eHB3r37o3y8nIMHDgQXbt2RXR0NOLi4pRm/EZ1NAQzQ7KYGZLFzGgDm24iIiK6Jw0bNgzDhg0zmRYfH485c+Zg6NCh8PLywmuvvYbo6GgAQFVVFWJjY9G7d2+4urrC1dVVuZ2OtbW1Ms3V1RVr167FkCFD0Lp1a+zcuROFhYVYsGAB2rRpgzlz5mDVqlU3rYOIiKih2HSTWQgNDVW7BNIYZoZkMTN334oVK/CPf/zDZNqAAQPw6quvKs/Pnj2rHEJ++vRpCCEQGhoKOzs7/O1vf0Nqamqd1y0rK8PixYsxY8YMAEBMTAx69OgBe3t7AEBISAji4uJuWkdDMDMki5khWcyMNrDpJrOQmJiodgmkMcwMyWJm7r7WrVvfdLyiogLz58/HhAkTAABxcXEICgrChg0bEBcXBysrK4wfP77OcuvXr0ePHj3g5+cHADAYDCb3utXpdLC0tER+fn6D6rgRZoZkMTMki5nRBr3aBRDdCcXFxWqXQBrDzJAsZubeM2vWLDg6OmLcuHEAgJEjR2LkyJHK+Oeff47WrVvDYDDA2dlZmb5s2TLMnj1bea7X62FjY2Py2ra2tigpKYGbm9ufro+ZIVnMDMliZrSBe7rJLDg4OKhdAmkMM0OymJl7y969e7Fs2TKsX78eVlZW9c7j6uqK6upqZGZmKtMSExORmJiIvn37KtPc3d2RnZ1tsmxRURGsra1vq0ZmhmQxMySLmdEGNt1kFtq1a6d2CaQxzAzJYmbuHRcuXMDIkSPx5ZdfomPHjsr0N954A5s2bVKeR0VFwcLCAj4+Psq0TZs2YcCAASaNelhYGI4cOaI8T0lJQXl5Odzd3W+rTmaGZDEzJIuZ0QY23WQWam8JQ9RQzAzJYmbuDaWlpRgwYAAGDx6MQYMGobi4GMXFxcoF1GbOnIlDhw5h//79iIiIwOjRo5ULpAHArl270KdPH5PX7N27NwoLC7F27VoAwLx589C3b19YWlreVq3MDMliZkgWM6MNPKebiIiINGP37t2Ij49HfHw8Vq5cqUxPTk7GqFGjEB8fj0GDBsHJyQlPP/005syZo8xTWlqKyMhIrFixwuQ19Xo9VqxYgREjRmD69OkwGo04ePDgXftMRERk3th0k1lo2bKl2iWQxjAzJIuZUY8QQvn34MGDTZ5fb+7cuZg7d269Y3Z2digvL693bPDgwTh//jyio6PRs2dPeHp63rSOhmBmSBYzQ7KYGW1g001m4XYPAaS/HmaGZDEz5s/b2xve3t537PWYGZLFzJAsZkYb2HSTWbh48SKaNWumdhmkIcwMyWJm7qyBSw+rXUKjm9XdipkhKfyeIVnMjDbwQmpEREREREREjYRNN5mFkJAQtUsgjWFmSBYzQ7KYGZLFzJAsZkYb2HSTWUhJSVG7BNIYZoZkMTMki5khWcwMyWJmtIFNN5kFg8GgdgmkMcwMyWJmSBYzQ7KYGZLFzGgDm24yC7a2tmqXQBrDzJAsZoZkMTP0/9q79+Co6jzv459OOvcmN4LBQK6AAonhEgJRd5lxH0TUUETK0ghVLpmiRHQZrzzMLMy61rjIzDIaZ0ZF1JkslAzCLivrWOIFHAfHh0AgBGMikHBHRBI66dzvzx9IrzEQ+GnCyWner6pUTffp0/mSeXs6v3SfblM0A1M0Yw8suuETUlNTrR4BNkMzMEUzMEUzMEUzMEUz9sCiGz5h9+7dVo8Am6EZmKIZmKIZmKIZmKIZe2DRDWDAqK6u1qeffqqqqiqrRwEAAAD6BItu+IS4uDirR7gqVVdXKzk5ucc7Z17s+t62rV+/XiNHjtTDDz+shIQErV+/XpJUUFAgh8PR46ugoECStHnzZqWkpMjpdGrKlCkqLy+/rNlpBqZoBqZoBqZoBqZoxh5YdMMn8CYSV15VVZWys7N7LJ4vdn1v22pqarRo0SJt375dxcXFeuWVV7RkyRJJ0pw5c+R2u71fx48fV0xMjKZOnarKykrl5eVpxYoVOnnypBITEzV//vzLmp9mYIpmYIpmYIpmYIpm7IFFN3zCoUOHrB7hqpObm6vc3NzLvr63bXV1dcrPz1daWpokady4cXK73ZKkwMBARUZGer/WrFmj2bNnKyUlReXl5Vq+fLnuuecexcbGauHChSoqKrqs+WkGpmgGpmgGpmgGpmjGHpxWDwDAnlavXq2UlBQ9+uijl3V9b9vi4+M1d+5cSVJbW5tWrlyp2bNn99i/ublZL7zwggoLCyVJ2dnZ3bbv379fI0eO/P7/KAAAAKCPseiGTzj/DCmunJSUFKPrL7VNkkpKSnTLLbcoMDBQX3zxRY/t69atU1ZWlpKSknpsa21t1cqVK/XYY4/1Pvg3aAamaAamaAamaAamaMYeeHk5fMKJEyesHgF9ID09XVu3blVqaqry8vJ6bF+1apUefPDBC+67bNkyuVwuPfDAA5f1vWgGpmgGpmgGpmgGpmjGHnimGz6hpqbG6hHQBxwOhyZMmKCCggIlJibK7XYrKipKklRRUaGKigpNmzatx34ffPCBVq1apR07diggIOCyvhfNwBTNwBTNwBTNwBTN2APPdMMnBAYGWj0CfoBt27Zp8eLF3stO57m/B/r5/e8hasOGDcrOzu6xqD506JDmzp2rl19+WWPHjr3s70kzMEUzMEUzMEUzMEUz9sAz3fAJ48ePt3oE/ACjR49WTk6ORo0apdtvv13Lli3T9OnTFRER4b3Nli1berzkvKmpSdnZ2crJydGsWbNUX18vSQoLC5PD4ej1e9IMTNEMTNEMTNEMTNGMPfBMN3zCzp07rR4BP0BcXJw2btyo/Px8paamqrGxUWvXrvVub2pqUmFhoW688cZu+7333nsqLy/Xq6++qkGDBnm/jh49esnvSTMwRTMwRTMwRTMwRTP2wDPdAH6Qrq4uo+svtu22225TWVnZBW8fEhKilpaWHtfn5OT0+n0AAAAAq/FMN3zC0KFDrR4BNkMzMEUzMEUzMEUzMEUz9sAz3fAJLpfL6hF8yszffWL1CP2uYM4Yq0eAzXCcgSmagSmagSmasQee6YZPqKiosHoE2AzNwBTNwBTNwBTNwBTN2AOLbgAAAAAA+gmLbviEMWN4qTDM0AxM0QxM0QxM0QxM0Yw9sOiGTzh9+rTVI8BmaAamaAamaAamaAamaMYeWHTDJ5w9e9bqEWAzNANTNANTNANTNANTNGMPLLrhE5xO3ogfZmgGpmgGpmgGpmgGpmjGHlh0wydkZGRYPQJshmZgimZgimZgimZgimbsgUU3fMLOnTutHgE2QzMwRTMwRTMwRTMwRTP2wKIbPqGrq8vqEWAzNANTNANTNANTNANTNGMPLLrhE4YMGWL1CLAZmoEpmoEpmoEpmoEpmrEHFt3wCVFRUVaPAJuhGZiiGZiiGZiiGZiiGXuwdNFdXV2t5ORkHTlyxHtdaWmpMjMzFRUVpcWLF3d7ycSV3gb7OHDggNUjwGZoBqZoBqZoBqZoBqZoxh4sW3RXVVUpOzu724K7paVFM2fOVEZGhoqKilRWVqaCggJLtgEAAAAA8ENZtujOzc1Vbm5ut+veffdd1dbW6rnnntOIESO0fPlyvf7665Zsg71cf/31Vo8Am6EZmKIZmKIZmKIZmKIZe7Bs0b169Wo98sgj3a4rKSlRVlaWQkNDJUnp6ekqKyuzZNuFtLS0yOPxdPvCwHD27FmrR4DN0AxM0QxM0QxM0QxM0Yw9OK36xikpKT2u83g8Sk5O9l52OBzy9/eX2+2+4tsu9KYEzz77rJ5++uke1xcVFSksLEwTJ05UeXm5mpqaNGjQICUnJ2vfvn2SpMTERHV2dur48eOSpPHjx6uiokL19fUKCwvTddddp+LiYknS8OHD5e/vr6NHj0o698eAI0eOyOPxKDg4WKmpqdq9e7ckKS4uTsHBwTp06JAkKS0tTSdOnFBNTY0CAwM1fvx43Rpz7o8DR5sCVdvur/RBTZKkXTWhig9p09CgNrV1OfSX6kGaFlMnh7p0ojlQZ1qdmhDeKEnaUxuq2KA2DQtuU4cc2lY1SD8eXKcAR5e+agnQieYATYo4d9sST4iiAjqUENIqSfqgKlxTo+sV5Nepr1sDdLgxUFMiGyRJpXUhCnN2KjmkRZK0rWqQsqIaFOrfqeo2p/bXB+mmqHO3La8PVqBfl0aEnrvtX6pdyoho0iBnhw4dalZcXJxKSkokSQkJCZKkY8eOSZLGjRunyspK1dfXKzQ0VKNHj9aePXu8P2+n0+k91eGGG27QsWPHVFtbq+DgYKWlpamoqEiSdO211yo0NFSVlZWSpNTUVH355Zdyu90KCAjQxIkTVVhYKEmKjY1VeHi4Dh48KEkaM2aMvv76a1VXV8vf31+TJk3Srl271NnZqSFDhig6Olr79++XJF133XVyu906c+aMHA6HJk+erN27d6u9vV3R0dGKjY1VeXm5JGnkyJGqr6/XV199JUmaPHmy9u7dq9bWVkVGRmr48OEqLS2VdO6/u+bmZn355ZeSpIyMDH3++edqbm5WeHi4kpKStG/fPt0a49EX9cFyOro0Muzcz/uvZ10aH96kcGeHatv9VeIJ0dToeknSwYYgdcqh68OaJUl/c7s01tWsqIB21Xf4q6gmVD8eXCdJqmwMUkunQ2Nd5277/9xhGhXWopjAdjV2+OlTd5imxZy77ZGmQNW1++uGb5rdWROmxJBWxQa1qaXTT38969K0GI8cko43B6q61V/jw8/ddndtqK4NblNcUJs6uhzaVj1I/zC4Tv6OLn3ZEqAvv/xSZ86ckSSNGjVKtbW1+vrrryVJU6ZM0Z49e9TW1qbo6GgNHTrU+we5ESNGqKGhwfvzzszM1L59+9TS0qLIyEjFx8frs88+kyQlJyertbVVJ0+elKQBe4w4/xmfQ4cOlcvlUkVFhbfZ06dP6+zZs3I6ncrIyNDOnTvV1dWlIUOGKCoqynsu2fXXX6+zZ8/qzJkz8vPzU2ZmpoqKitTR0aHBgwfrmmuu8TY7atQoeTwenT59usfPOyoqSnFxcfr888+9P+/GxkadOnVKkjRp0iSVlpaqublZERERSkhI8P68k5KS1N7erhMnTnh/3l988YUaGxvlcrk0YsSIH3SMOHDggM6cOcMx4lvNdnR0eH/eEyZM0IEDB9TQ0CCXy6WRI0dq7969kqT4+Hj5+fl1a3ZSROOAPkacag5QxjePa3s9IRoc2KH44FZ1SfrwW49rp1sCdLQpUJO/eVz7rC5Eg5wdSgpp1YED9d6fGceIH36MuDXG02+/R9S0+6vUE6K/++Zx7UBD8Ln/1r55XPvkrEtp4U2KdHaort1fu2tD9OPB9d5mWzsdGvNNs5+6w3S9q0WDA841u8Mdpn/4ptnDTUFqaPdT2jfNFtaEKTm0VdcEnmv2zJkz3semq/0YcfjwYdXV1SkkJERjxozxHpOHDRumwMBAHT58WNK539uOHz+umpoaBQUFKT09Xbt27fI2GxYW5j0mjx07Vl999ZXOnj3b45h8zTXXKCIiwvvzHj16tKqqqlRVVeVt9vzPOyYmRjExMfriiy+8zVr1e8T5xyaOEdb8HnF+pktxdFn8zmEOh0OHDx9WUlKSlixZora2Nj333HPe7fHx8dqxY4d++9vfXtFtw4YN6zFrS0uLWlpavJc9Ho/i4+NVW1ur8PDwPvuZ9LWZv/vE6hH63b9kBSkzM9PqMXwGzQA97dq1i2b6EMcZmKIZoCcem6zl8XgUERFxyfXggPrIsOjoaO9f986rq6tTYGDgFd92IUFBQQoPD+/2hYGBgw1M0QxM0QxM0QxM0QxM0Yw9DKhFd2Zmpnbs2OG9fOTIEbW0tCg6OvqKb4O9nH9pJ3C5aAamaAamaAamaAamaMYeBtSie+rUqaqtrdWaNWskSStWrNC0adPk7+9/xbfBXjo6OqweATZDMzBFMzBFMzBFMzBFM/Zg2RupXYjT6dTq1as1Z84cLV68WB0dHfr4448t2QZ7GTx4sNUjwGZoBqZoBqZoBqZoBqZoxh4sX3R/933ccnJydPDgQRUVFemmm27SkCFDLNsG+7jmmmusHgE2QzMwRTMwRTMwRTMwRTP2YPmi+0KGDRt2wXcPt2Ib7KG8vFxTpkyxegzYCM3AFM3AFM3AFM3AFM3Yw4A6pxsAAAAAAF/Cohs+YdSoUVaPAJuhGZiiGZiiGZiiGZiiGXtg0Q2f4PF4rB4BNkMzMEUzMEUzMEUzMEUz9sCiGz7h9OnTVo8Am6EZmKIZmKIZmKIZmKIZe2DRDQAAAABAP2HRDZ/AuzbCFM3AFM3AFM3AFM3AFM3YA4tu+IQ9e/ZYPQJshmZgimZgimZgimastXbtWiUkJMjlcmnatGk6cuSId1t1dbWSk5O7XXepfXrb71LbLhfN2AOLbviEtrY2q0eAzdAMTNEMTNEMTNGMdSorK7V06VK99dZbKisrU2JioubNmydJqqqqUnZ2do/FcW/79LbfpbaZoBl7YNENnxAVFWX1CLAZmoEpmoEpmoEpmrFOcXGxsrKyNHHiRCUkJCgvL08HDhyQJOXm5io3N9don972u9Q2EzRjDyy64RPi4uKsHgE2QzMwRTMwRTMwRTPWGTt2rLZt26bi4mLV1tbqxRdf1K233ipJWr16tR555BGjfXrb71LbTNCMPbDohk/4/PPPrR4BNkMzMEUzMEUzMEUz1hk7dqzuvvtuTZw4UZGRkSosLNTKlSslSSkpKcb79LbfpbaZoBl7YNENAAAA4Kq2Y8cOvf322yosLFRdXZ3uu+8+3XHHHerq6urTfXB1YtENnzBixAirR4DN0AxM0QxM0QxM0Yx13nzzTeXm5mry5MlyuVx65plndOjQIZWUlPTpPn2NZuzBafUAQF9obGy0egTYDM3AFM3AFM3AFM1Yp729XW6323u5rq5ODQ0N6ujo6NN9+hrN2APPdMMnnDp1yuoRYDM0A1M0A1M0A1M0Y52bb75ZmzZt0vPPP69169YpJydHsbGxSk9P79N9+hrN2APPdAMAAAC4qt17773av3+/8vPzderUKaWlpWnTpk0KCAjo031wdXJ0cab/9+bxeBQREaHa2lqFh4dbPc5FzfzdJ1aP0O/eeuhG+fv7Wz2Gz6AZoKeOjg6a6UMcZ2CKZoCeeGyy1uWuB3l5OXxCaWmp1SPAZmhmYKuurtann36qqqoqq0fxohmYohmYohmYohl74OXl8AnNzc1WjwCboRlrFRQUKC8vr8f1f/zjHxUcHKyFCxcqKSlJ+/fv1x/+8Afl5uZ6t//mN7/RiRMndPvtt+t3v/udYmJiJElr167V0qVLdfbsWWVlZem1115TUlKSJGnz5s167LHHdOzYMWVkZKigoEBjxowxmplmYIpmYIpm+tbV8OqIZZN5Kbsd8Ew3fEJERITVI8BmaMZac+bMkdvt9n4dP35cMTExSk9P16JFi7R9+3YVFxfrlVde0ZIlSyRJH374oX7605/q+eefV0lJiTwej+666y5JUmVlpZYuXaq33npLZWVlSkxM1Lx587zb8vLytGLFCp08eVKJiYmaP3++8cw0A1M0A1M0A1M0Yw880w2fkJCQYPUIsBmasVZgYKACAwO9l1966SXNnj1bQ4YMUX5+vtLS0iRJ48aN834cy5o1azR//nzdeuutkqR///d/V2pqqqqrq1VcXKysrCxNnDhRkpSXl6d77rlHklReXq7ly5d7Ly9cuFAzZswwnplmYIpmYIpmYIpm7IFnuuETPvvsM6tHgM3QzMDR3NysF154QT//+c8VHx+vuXPnSpLa2tq0cuVKzZ49W5JUVVXV7ZeL828c43Q6NXbsWG3btk3FxcWqra3Viy++6F2cZ2dn68EHH/Tut3//fo0cOdJ4TpqBKZqBKZqBKZqxB57pBgBYat26dcrKyvKefy1JJSUluuWWWxQYGKgvvvhCkjR+/Hj9z//8jx599FE5HA798Y9/1OTJkxUREaGIiAjdfffd3me6k5OTVVhY2ON7tba2auXKlXrssceuyL8NAACAZ7rhE779yzpwOWhm4Fi1alW3Z6IlKT09XVu3blVqaqr3DdeefPJJtba2KiMjQzfddJN+9atf6Z/+6Z8kSTt27NDbb7+twsJC1dXV6b777tMdd9yh734q5rJly+RyufTAAw8Yz0kzMEUzMEUzMEUz9sCiGz6hvb3d6hFgMzQzMFRUVKiiokLTpk3rdr3D4dCECRNUUFCgzZs3y+12Kzo6Wn/729+0YcMGpaena/To0ZozZ44k6c0331Rubq4mT54sl8ulZ555RocOHVJJSYn3Pj/44AOtWrVK69atU0CA+bu90gxM0QxM0QxM0Yw9sOiGTzhx4oTVI8BmaGZg2LBhg7Kzs72L4G3btmnx4sXe7U7nubOg/Pz+9+EqLi5OmzZt0rPPPus9r7u9vV2nT5/23qaurk4NDQ3q6OiQJB06dEhz587Vyy+/rLFjx36vWWkGpmgGpmgGpmjGHjinGwBgmS1btnT7vO7Ro0crJydHo0aN0u23365ly5Zp+vTp3T4S5Xe/+533dufdfPPN+slPfqLnn39esbGxeu211xQbG6v09HQ1NTUpOztbOTk5mjVrlurr6yVJYWFhcjgcV+zfCgAArk480w2fcP7Nk4DLRTPWa2pqUmFhoW688UbvdXFxcdq4caPy8/OVmpqqxsZGrV271ru9pqZGv/71r/Wb3/ym233de++9WrJkifLz8zVv3jzV1NRo06ZNCggI0Hvvvafy8nK9+uqrGjRokPfr6NGjRvPSDEzRDEzRDEzRjD2w6IZPOP/uxsDlohnrhYSEqKWlRaNHj+52/W233aaysjJ5PB5t3LhRQ4YM8W6LjIxUdXW1MjMzu+3jcDj01FNP6ejRo2ptbdWePXuUkZEhScrJyVFXV1ePL9M3n6EZmKIZmKIZmKIZe2DRDZ/Q2Nho9QiwGZqBKZqBKZqBKZqBKZqxB87phk9wuVxWjwCboZm+NfN3n1g9Qr9b8Q9RVo8Am+E4A1M0A1M0Yw880w2fMGLECKtHgM3QDEzRDEzRDEzRDEzRjD2w6IZP+PZn8QKXg2ZgimZgimZgimZgimbsgUU3AAAAAAD9hEU3fEJCQoLVI8BmaAamaAamaAamaAamaMYeWHQDAAAAANBPWHTDJxw7dszqEWAzNANTNANTNANTNANTNGMPLLoBAAAAAOgnLLrhE8aNG2f1CLAZmoEpmoEpmoEpmoEpmrEHFt3wCZWVlVaPAJuhGZiiGZiiGZiiGZiiGXtg0Q2fUF9fb/UIsBmagSmagSmagSmagSmasQcW3fAJoaGhVo8Am6EZmKIZmKIZmKIZmKIZe2DRDZ8wevRoq0eAzdAMTNEMTNEMTNEMTNGMPbDohk/Ys2eP1SPAZmgGpmgGpmgGpmgGpmjGHlh0AwAAAADQT1h0wycMHz7c6hFgMzQDUzQDUzQDUzQDUzRjDyy64ROcTqfVI8BmaAamaAamaAamaAamaMYeWHTDJxw5csTqEWAzNANTNANTNANTNANTNGMPLLoBAAAAAOgnLLrhE2644QarR4DN0AxM0QxM0QxM0QxM0Yw9sOiGTzh27JjVI8BmaAamaAamaAamaAamaMYeWHTDJ9TW1lo9AmyGZmCKZmCKZmCKZmCKZuyBRTd8QnBwsNUjwGZoBqZoBqZoBqZoBqZoxh5YdMMnpKWlWT0CbIZmYIpmYIpmYIpmYIpm7IFFN3xCUVGR1SPAZmgGpmgGpmgGpmgGpmjGHlh0AwAAAADQT1h0wydce+21Vo8Am6EZmKIZmKIZmKIZmKIZe2DRDZ8QGhpq9QiwGZqBKZqBKZqBKZqBKZqxBxbd8AmVlZVWjwCboRmYohmYohmYohmYohl7YNENAAAAAEA/GZCL7kWLFsnhcHi/Ro4cKUkqLS1VZmamoqKitHjxYnV1dXn36Y9tsI/U1FSrR4DN0AxM0QxM0QxM0QxM0Yw9DMhF9+7du/XOO+/I7XbL7XaruLhYLS0tmjlzpjIyMlRUVKSysjIVFBRIUr9sg718+eWXVo8Am6EZmKIZmKIZmKIZmKIZexhwi+729naVlpZq6tSpioyMVGRkpAYNGqR3331XtbW1eu655zRixAgtX75cr7/+uiT1yzbYi9vttnoE2AzNwBTNwBTNwBTNwBTN2MOAW3R/9tln6urq0vjx4xUSEqIZM2bo2LFjKikpUVZWlvcd+tLT01VWViZJ/bIN9hIQEGD1CLAZmoEpmoEpmoEpmoEpmrGHAbfoLisrU2pqqv70pz+prKxMAQEBWrBggTwej5KTk723czgc8vf3l9vt7pdtF9LS0iKPx9PtCwPDxIkTrR4BNkMzMEUzMEUzMEUzMEUz9uC0eoDvmjt3rubOneu9/Pvf/14pKSkaPXq0goKCut02ODhYjY2Ncjqdfb4tKiqqx2zPPvusnn766R7XFxUVKSwsTBMnTlR5ebmampo0aNAgJScna9++fZKkxMREdXZ26vjx45Kk8ePHq6KiQvX19QoLC9N1112n4uJiSdLw4cPl7++vo0ePSjr3DPyRI0fk8XgUHBys1NRU7d69W5IUFxen4OBgHTp0SJKUlpamEydOqKamRoGBgRo/frxujTn3x4GjTYGqbfdX+qAmSdKumlDFh7RpaFCb2roc+kv1IE2LqZNDXTrRHKgzrU5NCG+UJO2pDVVsUJuGBbepQw5tqxqkHw+uU4CjS1+1BOhEc4AmRZy7bYknRFEBHUoIaZUkfVAVrqnR9Qry69TXrQE63BioKZENkqTSuhCFOTuVHNIiSdpWNUhZUQ0K9e9UdZtT++uDdFPUuduW1wcr0K9LI0LP3fYv1S5lRDRpkLNDH374of7u7/5OJSUlkqSEhARJ0rFjxyRJ48aNU2Vlperr6xUaGqrRo0drz5493p+30+nUkSNHJEk33HCDjh07ptraWgUHBystLU1FRUWSpGuvvVahoaHej2dITU3Vl19+KbfbrYCAAE2cOFGFhYWSpNjYWIWHh+vgwYOSpDFjxujrr79WdXW1/P39NWnSJO3atUudnZ0aMmSIoqOjtX//fknSddddJ7fbrTNnzsjhcGjy5MnavXu32tvbFR0drdjYWJWXl0uSRo4cqfr6en311VeSpMmTJ2vv3r1qbW1VZGSkhg8frtLSUklSSkqKmpubvef/ZGRk6PPPP1dzc7PCw8OVlJSkffv26dYYj76oD5bT0aWRYed+3n8969L48CaFOztU2+6vEk+IpkbXS5IONgSpUw5dH9YsSfqb26WxrmZFBbSrvsNfRTWh+vHgOklSZWOQWjodGus6d9v/5w7TqLAWxQS2q7HDT5+6wzQt5txtjzQFqq7dXzd80+zOmjAlhrQqNqhNLZ1++utZl6bFeOSQdLw5UNWt/hoffu62u2tDdW1wm+KC2tTR5dC26kH6h8F18nd06cuWAH3yySfevw6PGjVKtbW1+vrrryVJU6ZM0Z49e9TW1qbo6GgNHTrU+yqYESNGqKGhwfvzzszM1L59+9TS0qLIyEjFx8frs88+kyQlJyertbVVJ0+elKQBe4zYuXOnJGno0KFyuVyqqKjwNnv69GmdPXtWTqdTGRkZ2rlzp7q6ujRkyBBFRUXpwIEDkqTBAe0D+hhR0+6vUk+I/u6bZg80BJ/7b+2bZj8561JaeJMinR2qa/fX7toQ/XhwvbfZ1k6HtmzZoqioKI4R32q2o6NDJ06ckCRNmDBBBw4cUENDg1wul0aOHKm9e/dKkuLj4+Xn59et2UkRjQP6GHGqOUAZ3zS71xOiwYEdig9uVZekD7/V7OmWAB1tCtTkb5r9rC5Eg5wdSgpp1ZYtWzR9+nSOEZKuv/56nT17VmfOnJGfn58yMzNVVFSkjo4ODR48WNdcc4232VGjRsnj8ej06dOS/veYfGuMZ0AfI8Z80+yn7jBd72rR4IBzze5wh+kfvmn2cFOQGtr9lPZNs4U1YUoObdU1geeaPX98kDhGHD58WHV1dQoJCdGYMWO8v7cNGzZMgYGBOnz4sKRzv7cdP35cNTU1CgoKUnp6unbt2nWupbDmAX2MkKQPqwbppm+arWp16mBDkG78ptmy+mAFdWt2kCZFNsrl3yF3m1Nl9cHexyaOEed+b4uKilJcXJw+//xzSed+b2tsbNSpU6ckSZMmTVJpaamam5sVERGhhIQE7zE5KSlJ7e3t3mYnTpyoL774Qo2NjXK5XBoxYkSPtcb5mS7F0TXA3667trZWkZGRWrFihUpLS7V27VrvtsjISB08eFB/+MMf+nzbkCFDeszS0tKilpYW72WPx6P4+HjV1tYqPDy8r//pfWbm7z6xeoR+t2xygKZMmWL1GD6DZmCKZmCKZmCKZmCKZtDfPB6PIiIiLrkeHHAvL3/88ce1YcMG7+Vdu3bJz89PN9xwg3bs2OG9/siRI2ppaVF0dLQyMzP7fNuFBAUFKTw8vNsXBobY2FirR4DN0AxM0QxM0QxM0QxM0Yw9DLhF9/jx47V06VL99a9/1bZt27Ro0SLNmzdP06dPV21trdasWSNJWrFihaZNmyZ/f39NnTq1z7fBXvgDCEzRDEzRDEzRDEzRDEzRjD0MuHO677//fpWXl2vWrFkaNGiQ7rrrLi1fvlxOp1OrV6/WnDlztHjxYnV0dOjjjz+WpH7ZBns5ePAgL62BEZqBKZqBKZqBKZqBKZqxhwG36JbOvWHZs88+2+P6nJwcHTx4UEVFRbrpppu6nXfdH9sAAAAAAPghBuSiuzfDhg3TsGHDrtg22MOYMWOsHgE2QzMwRTMwRTMwRTMwRTP2MODO6Qa+j/Mf9QRcLpqBKZqBKZqBKZqBKZqxBxbd8AnV1dVWjwCboRmYohmYohmYohmYohl7YNENn8A7zsMUzcAUzcAUzcAUzcAUzdgDi274hEmTJlk9AmyGZmCKZmCKZmCKZmCKZuyBRTd8wq5du6weATZDMzBFMzBFMzBFMzBFM/bAohs+obOz0+oRYDM0A1M0A1M0A1M0A1M0Yw8suuET+Hx1mKIZmKIZmKIZmKIZmKIZe2DRDZ8QHR1t9QiwGZqBKZqBKZqBKZqBKZqxBxbd8An79++3egTYDM3AFM3AFM3AFM3AFM3YA4tuAAAAAAD6CYtu+ITrrrvO6hFgMzQDUzQDUzQDUzQDUzRjDyy64RPcbrfVI8BmaAamaAamaAamaAamaMYeWHTDJ5w5c8bqEWAzNANTNANTNANTNANTNGMPLLrhExwOh9UjwGZoBqZoBqZoBqZoBqZoxh5YdMMnTJ482eoRYDM0A1M0A1M0A1M0A1M0Yw8suuETdu/ebfUIsBmagSmagSmagSmagSmasQcW3fAJ7e3tVo8Am6EZmKIZmKIZmKIZmKIZe2DRDZ8QHR1t9QiwGZqBKZqBKZqBKZqBKZqxBxbd8AmxsbFWjwCboRmYohmYohmYohmYohl7YNENn1BeXm71CLAZmoEpmoEpmoEpmoEpmrEHFt0AAAAAAPQTFt3wCSNHjrR6BNgMzcAUzcAUzcAUzcAUzdgDi274hPr6eqtHgM3QDEzRDEzRDEzRDEzRjD2w6IZP+Oqrr6weATZDMzBFMzBFMzBFMzBFM/bAohsAAAAAgH7Cohs+YfLkyVaPAJuhGZiiGZiiGZiiGZiiGXtg0Q2fsHfvXqtHgM3QDEzRDEzRDEwNhGaqq6v16aefqqqqymgbrDEQmsGlseiGT2htbbV6BNgMzcAUzcAUzcDU92mmurpaycnJOnLkiCSpoKBADoejx1dBQYEkae3atUpISJDL5dK0adO8+0nS+vXrNXLkSD388MNKSEjQ+vXrL2sbrMNxxh5YdMMnREZGWj0CbIZmYIpmYIpmYMq0maqqKmVnZ3dbOM+ZM0dut9v7dfz4ccXExGjq1KmqrKzU0qVL9dZbb6msrEyJiYmaN2+eJKmmpkaLFi3S9u3bVVxcrFdeeUVLliy55DZYi+OMPbDohk8YPny41SPAZmgGpmgGpmgGpkybyc3NVW5ubrfrAgMDFRkZ6f1as2aNZs+erZSUFBUXFysrK0sTJ05UQkKC8vLydODAAUlSXV2d8vPzlZaWJkkaN26c3G73JbfBWhxn7IFFN3xCaWmp1SPAZmgGpmgGpmgGpkybWb16tR555JGLbm9ubtYLL7ygn//855KksWPHatu2bSouLlZtba1efPFF3XrrrZKk+Ph4zZ07V5LU1tamlStXavbs2ZfcBmtxnLEHp9UDAAAAADCXkpLS6/Z169YpKytLSUlJks4tuu+++25NnDhRkpScnKzCwsJu+5SUlOiWW25RYGCgvvjii8veBuDieKYbPuFSDzrAd9EMTNEMTNEMTPV1M6tWrdKDDz7ovbxjxw69/fbbKiwsVF1dne677z7dcccd6urq8t4mPT1dW7duVWpqqvLy8rrdX2/bYA2OM/bAohs+obm52eoRYDM0A1M0A1M0A1N92UxFRYUqKio0bdo073VvvvmmcnNzNXnyZLlcLj3zzDM6dOiQSkpKvLdxOByaMGGCCgoKtHnz5m7nbve2DdbgOGMPLLrhE7788kurR4DN0AxM0QxM0QxM9WUzGzZsUHZ2tgICArzXtbe36/Tp097LdXV1amhoUEdHh7Zt26bFixd7tzmd585C9fPz63UbrMVxxh74LwUABpjq6mp9+umnqqqqsnoUAIBNbdmyRbfccku3626++WZt2rRJzz//vNatW6ecnBzFxsYqPT1do0eP1iuvvKLVq1fr+PHj+tnPfqbp06crIiKi122wn+9+trskbd68WSkpKXI6nZoyZYrKy8t77Pezn/1MM2fO7HZdb5/7fjn3ebVg0Q2fkJGRYfUIsBnTZi70ANXb9b09CH3bjBkzVFBQ4L28fv16jRw5Ug8//LASEhK0fv16oznRfzjOwBTNwFRfNdPU1KTCwkLdeOON3a6/9957tWTJEuXn52vevHmqqanRpk2bFBAQoLi4OG3cuFH5+flKTU1VY2Oj1q5dK0m9boO1TJu50Ge7V1ZWKi8vTytWrNDJkyeVmJio+fPnd9uvtLRUL730kvLz87vtd7HPfb+c+7yasOiGT/j888+tHgE2Y9LMhR6geru+twehb3vjjTf03nvveS/X1NRo0aJF2r59u4qLi/XKK69oyZIlJv8s9COOMzBFMzD1fZvp6uryvkO5JIWEhKilpUWjR4/udjuHw6GnnnpKR48eVWtrq/bs2dNt0XbbbbeprKxMHo9HGzdu1JAhQy5rG6xj2syFPtu9vLxcy5cv1z333KPY2FgtXLhQRUVF3u1dXV1asGCBHn30UY0YMcJ7fW+f+36p+7zasOiGT+BNJGDKpJkLPUD1dn1vD0LnnT17Vk888YSuv/5673V1dXXKz89XWlqaJGncuHG8Sc0AciWOM5xa4Ft4bIIpmoEp02Yu9Nnu2dnZ3d7lfv/+/Ro5cqT38quvvqq9e/cqOTlZf/7zn9XW1iap9899v9R9Xm34nG74hPDwcKtHgM2YNLN69WqlpKTo0Ucfvazrv/0glJKS0u1B6LwnnnhCd911l5qamrzXxcfHa+7cuZKktrY2rVy5UrNnzzb7h6HfmB5nqqurNWnSJH300UfeZ6BKS0uVl5eniooKzZ8/X7/+9a/lcDgknTu1YOHChUpKStL+/fv1hz/8wftHnd72u9j3gvV4bIKp8Iq3pL3/1+ox+s+Cj62ewOeYHmcu9RFjra2tWrlypR577DFJUn19vZYtW6ZRo0bpxIkTWrt2rf7t3/5NH3300WV97vuF7vNqxDPd8An8kglTJs1c7AHqYtd/+0EoMjJShYWFWrlypXf7Rx99pK1bt+pXv/rVBfcvKSlRbGys3n///W7nTsFaJs1c6NSDlpYWzZw5UxkZGSoqKlJZWZn3fP7eTi3obb+LfS8MDDw2wVRS4z6rR4DN9PVxZtmyZXK5XHrggQckSZs2bVJDQ4O2bdumX/ziF3r//fdVU1OjNWvWXNbnvl/oPq9GLLrhE/bt40EKZvqzmd4ehJqbm7VgwQK9/PLLF/3rdHp6urZu3arU1FTl5eX125wwY9LMhU49ePfdd1VbW6vnnntOI0aM0PLly/X6669L6v3Ugt72u9j3wsDAYxNM7Qv/P1aPAJvpy+PMBx98oFWrVmndunXej5o7ceKEpkyZoujoaEnnPi4uPT1dhw8fvqzPfb/QfV6NWHQDQB/r7UHol7/8pTIzM3XnnXdedH+Hw6EJEyaooKBAmzdv5rxuG7rQOXMlJSXKyspSaGiopHN/XCkrK5PU+6kFve13se8FeysoKJDD4ejxVVBQoEWLFnW77mLnSH77kxF6uz8AkKRDhw5p7ty5evnllzV27Fjv9fHx8d1OhZOko0ePKjExsdfPfe/tPq9GLLrhExITE60eATbTn8309iC0bt06bd68WZGRkYqMjNS6dev00EMP6aGHHtK2bdu0ePFi735O57m33fDz41A9EJg0c6FTDzwej5KTk72XHQ6H/P39u/1R5UKnFlxqv0udnwfrfN/jzJw5c+R2u71fx48fV0xMjKZOnardu3frnXfe8W4rLi7usf93Pxmht/vDwJLYxKsjYKYvfp9pampSdna2cnJyNGvWLNXX16u+vl5dXV268847VV5erlWrVunEiRP67W9/q71792rGjBm9fu57b/d5NeKN1OATzv9FDbhc/dnMzTffrJ/85Cd6/vnnFRsbq9dee837ILR9+3a1t7d7b/vkk08qKytL8+bNU2trq3JycjRq1CjdfvvtWrZsmaZPn66IiIh+mxWX74c243Q6FRQU1O264OBgNTY2KioqStL/nlrw5JNPKi8vT//93/99WfthYPq+zQQGBiowMNB7+aWXXtLs2bOVkJCg0tJSTZ06VS6X64L7XuiTES52f/zBZuDp4FdzGOqL32fee+89lZeXq7y8XK+++qr3+sOHDyspKUlbtmzRE088occff1xDhw7V+vXrlZSUpMTERO3fv1/5+fk6deqU0tLSvJ/7/s477/R6n1cb/suGTzhx4oSGDRtm9Riwkf5s5t57773og9Dw4cO73dblcikmJkYxMTGSpI0bN+qxxx7Tk08+qdtuu01r167tlxlh7oc2Ex0drdLS0m7X1dXVdVsMffvUgsTERLnd7svaDwNTXxxnmpub9cILL6iwsFCfffaZurq6NH78eJ08eVI/+tGPtHr1aiUkJHhvf6FPRrjY/WHgOREyVsNaDlo9Bmzk+x5nvv2Mc05OTq/PQGdlZelvf/tbj+vPf+77U0891WPbpe7zasNrFoFv+fY5cGvXrlVCQoJcLpemTZt20XcG/vY+krR582alpKTI6XRqypQpKi8v7//BcUV0dXVd8K+z373+/IPQ0aNH1draqj179igjI+OC91lQUKB58+Z5L992220qKyuTx+PRxo0bNWTIkD7+V8AqmZmZ2rFjh/fykSNH1NLSoujo6F5PLehtP/i+devWKSsrS0lJSSorK1Nqaqr+9Kc/qaysTAEBAVqwYIH3tpf6ZITv3h8A4MrgmW74hAkTJvzg+zh/Dlxubq4qKyu1dOlSvfXWW4qJidHTTz+tefPm6S9/+ctF95GkyspK5eXladWqVfrRj36kRYsWaf78+Rf86yCs1RfN4OryQ5uZOnWqamtrtWbNGt1///1asWKFpk2bJn9/f40ePfqipxb0th8Gtr44zqxatUpPP/20JGnu3LneN9yTpN///vdKSUmRx+NRYGDgJT8Z4bv3h4FnQu17l74R8C0TSv5F2tts9Rj9x0c+251FN3zCgQMHvB+183189xy44uJiZWVlaeLEiZKkvLw83XPPPb3uI0nl5eVavny597YLFy7UjBkzvvdc6D8H/vMZpdX5xoH8gnzkQWog+aHHGafTqdWrV2vOnDlavHixOjo69PHH5/5/iouLu+ipBb3th4HthzZTUVGhiooKTZs27YLbIyMj1dnZqVOnTmnNmjWX/GSES90frHfANcW3H5vQ52jGHlh0wyc0NDT8oP2/ew7c2LFjtW3bNhUXFyslJUUvvviibr311l73kaTs7Oxut9m/f/9FP84F1mrwj7R6BNjM9znOfPd8tpycHB08eFBFRUW66aabup0+cP7Uggvpbb+LfS9Y74c+Nm3YsEHZ2dnez7Z9/PHHlZWV5f3D7q5du+Tn56f4+HitW7dOZ86cUWRkpCSpsbFRGzZs0M6dO/XSSy9d8P4w8PDYBFM0Yw8suuETLvYurpfj/DlwpaWl+ulPfyrp3KL77rvv9j7TnZyc3O1NZy60z3e1trZq5cqVeuyxx773bOg/rg4++xpmXJV/lvb+3x98P8O++dKm567IfpeNV0f0uR/y2CRJW7ZsUV5envfy+PHjtXTpUg0dOlTt7e1atGiR5s2bp9DQ0F4/GeFi94eBh8cmmKIZe+CN1OATvu+zyc3NzRc8B27Hjh16++23VVhYqLq6Ot13332644471NXVddF9vmvZsmVyuVx64IEHvtds6F8j63daPQJshmZg6oe80qmpqUmFhYW68cYbvdfdf//9uvvuuzVr1izNmzdP06dP129/+1tJ0vDhw5WUlOT9+u4nI1zo/jDwcJyBKZqxBxbd8Al79+79Xvv98pe/vOA5cG+++aZyc3M1efJkuVwuPfPMMzp06JBKSkouus+3ffDBB1q1apXWrVvHy/gGqL0Rt1k9AmyGZmDq+z42SVJISIhaWlo0evTobtc/++yzcrvdOnbsmF544QWFhYVdcP/vfjLCxe4PAwvHGZiiGXvg5eW4ql3sHLh//Md/VF1dnfd2dXV1amhoUEdHxyXPmzt06JDmzp2rl19+WWPHjrXgXwUAAABgoGDRDZ8QHx//vfa72DlwQ4cO1QMPPKDnn39esbGxeu211xQbG6v09PRez5trampSdna2cnJyNGvWLNXX10uSwsLC5HA4ftg/En0qvulzq0eAzdAMTMWXr+6T9wEYsHgfgD7HcQamaMYeWHTDJ/j5fb8zJYYPH97t8vlz4ObOnavKykrl5+fr1KlTSktL06ZNmxQQEHDRfWJiYvTWW2+pvLxc5eXlevXVV723OXz4sJKSkr7XjOgffuq0egTYDM3AFM3AFM3AFM3YA4tu+ISjR49q6NChP/h+CgoKvP/7qaee0lNPPWW0T05ODh/bYxNHQ27Q0JZDVo8BG6EZmKIZmKIZmKIZe+CN1AAAAAAA6Cc80w2fkL7vaWlvg9Vj9B/Om+tz6Z4PrR4BNkMzMEUzMEUzMEUz9sAz3fAJh0PHWz0CbIZmYIpmYIpmYIpmYIpm7IFFN3xCnTPG6hFgMzQDUzQDUzQDUzQDUzRjDyy6JZWWliozM1NRUVFavHgxb4RlQyEdHqtHgM3QDEzRDEzRDEzRDEzRjD1c9YvulpYWzZw5UxkZGSoqKlJZWVm3d6OGPYyp/8TqEWAzNANTNANTNANTNANTNGMPV/2i+91331Vtba2ee+45jRgxQsuXL9frr79u9VgwtCfiDqtHgM3QDEzRDEzRDEzRDEzRjD1c9e9eXlJSoqysLIWGhkqS0tPTVVZWdsHbtrS0qKWlxXu5trZWkuTxDOyXdbQ1+fC7en+jobFZnqZ2q8foP1e4MZrxATTT52imb9GMD6CZPkczfYtmfMAAX2edXwde6vRkR9dVfgLzE088oebmZr344ove64YMGaIDBw4oKiqq223/9V//VU8//fSVHhEAAAAAMEAdP35cw4cPv+j2q/6ZbqfTqaCgoG7XBQcHq7Gxscei++c//7kef/xx7+XOzk6dPXtWgwcPlsPhuCLzoiePx6P4+HgdP35c4eHhVo8DG6AZmKIZmKIZmKIZmKIZ63V1damurk5xcXG93u6qX3RHR0ertLS023V1dXUKDAzscdugoKAeC/TIyMj+HA8GwsPDOeDACM3AFM3AFM3AFM3AFM1YKyIi4pK3uerfSC0zM1M7duzwXj5y5IhaWloUHR1t4VQAAAAAAF9w1S+6p06dqtraWq1Zs0aStGLFCk2bNk3+/v4WTwYAAAAAsLur/uXlTqdTq1ev1pw5c7R48WJ1dHTo448/tnosGAgKCtJTTz3V46X/wMXQDEzRDEzRDEzRDEzRjH1c9e9eft7JkydVVFSkm266SUOGDLF6HAAAAACAD2DRDQAAAABAP7nqz+kGAAAAAKC/sOgGAOASqqur9emnn6qqqsrqUQAAgM2w6IatVVdXKzk5WUeOHLF6FNjA5s2blZKSIqfTqSlTpqi8vNzqkWAD69ev18iRI/Xwww8rISFB69evt3ok2MSMGTNUUFBg9RgY4BYtWiSHw+H9GjlypNUjwUZ+9rOfaebMmVaPgUtg0Q3bqqqqUnZ2NgtuXJbKykrl5eVpxYoVOnnypBITEzV//nyrx8IAV1NTo0WLFmn79u0qLi7WK6+8oiVLllg9FmzgjTfe0HvvvWf1GLCB3bt365133pHb7Zbb7VZxcbHVI8EmSktL9dJLLyk/P9/qUXAJLLphW7m5ucrNzbV6DNhEeXm5li9frnvuuUexsbFauHChioqKrB4LA1xdXZ3y8/OVlpYmSRo3bpzcbrfFU2GgO3v2rJ544gldf/31Vo+CAa69vV2lpaWaOnWqIiMjFRkZqUGDBlk9Fmygq6tLCxYs0KOPPqoRI0ZYPQ4ugUU3bGv16tV65JFHrB4DNpGdna0HH3zQe3n//v28hA+XFB8fr7lz50qS2tratHLlSs2ePdviqTDQPfHEE7rrrruUlZVl9SgY4D777DN1dXVp/PjxCgkJ0YwZM3Ts2DGrx4INvPrqq9q7d6+Sk5P15z//WW1tbVaPhF6w6IZtpaSkWD0CbKq1tVUrV67UQw89ZPUosImSkhLFxsbq/fff52V86NVHH32krVu36le/+pXVo8AGysrKlJqaqj/96U8qKytTQECAFixYYPVYGODq6+u1bNkyjRo1SidOnNBzzz2nqVOnqrm52erRcBEsugFcdZYtWyaXy6UHHnjA6lFgE+np6dq6datSU1OVl5dn9TgYoJqbm7VgwQK9/PLLCg8Pt3oc2MDcuXO1Y8cOZWZmKjk5Wb///e/1/vvvy+PxWD0aBrBNmzapoaFB27Zt0y9+8Qu9//77qqmp0Zo1a6weDRfhtHoAALiSPvjgA61atUo7duxQQECA1ePAJhwOhyZMmKCCggIlJibK7XYrKirK6rEwwPzyl79UZmam7rzzTqtHgU1FRkaqs7NTp06d4g83uKgTJ05oypQpio6OliQ5nU6lp6fr8OHDFk+Gi+GZbgBXjUOHDmnu3Ll6+eWXNXbsWKvHgQ1s27ZNixcv9l52Os/9rdrPj4dP9LRu3Tpt3rzZ+4ZY69at00MPPcSpLLioxx9/XBs2bPBe3rVrl/z8/BQfH2/hVBjo4uPj1dTU1O26o0ePKjEx0aKJcCk80w3gqtDU1KTs7Gzl5ORo1qxZqq+vlySFhYXJ4XBYPB0GqtGjRysnJ0ejRo3S7bffrmXLlmn69OmKiIiwejQMQNu3b1d7e7v38pNPPqmsrCzNmzfPuqEwoI0fP15Lly7V0KFD1d7erkWLFmnevHkKDQ21ejQMYHfeeacWLVqkVatWKTs7W5s2bdLevXs1Y8YMq0fDRbDoBnBVeO+991ReXq7y8nK9+uqr3usPHz6spKQk6wbDgBYXF6eNGzfqscce05NPPqnbbrtNa9eutXosDFDDhw/vdtnlcikmJkYxMTEWTYSB7v7771d5eblmzZqlQYMG6a677tLy5cutHgsDXHR0tLZs2aInnnhCjz/+uIYOHar169fz+8wA5ujq6uqyeggAAAAAAHwRJ6UBAAAAANBPWHQDAAAAANBPWHQDAAAAANBPWHQDAAAAANBPWHQDAAAAANBPWHQDAIA+sXPnTjU0NPS4vr29Xc3NzRZMBACA9Vh0AwCAHvz9/TVmzBilpaX1+AoLC9Mbb7zRY585c+Z4r9+/f79eeOEFSdLdd9+t9evXX9H5AQAYKFh0AwCAHgICArR9+3aVlpb2+MrMzFR4eHi323/88cdqbW1VXl6eJOm//uu/tHXrVknSzJkz9e67717xfwMAAAMBi24AANBDUFBQr9sDAgK6XX7mmWe0aNEiBQQEqLOzU3/84x/10EMPSZJycnL0zjvv6NSpU/02LwAAAxWLbgAA0IPD4bjs277//vv68MMPFR8fL0las2aNwsPDNWPGDEnS4MGDtXDhQv3zP/9zv8wKAMBA5rR6AAAAMDD9/d//vfz9/Xtcf/jwYe//rqur08KFCxUdHS1JOnbsmB5//HG9/fbb3fb5l3/5F40ePVr/+Z//qbvvvrt/BwcAYABh0Q0AAHpoa2vT9u3bFRMT02Pbj3/8Y+//fvPNNzV16lS53W6dOXNG06ZNU3Jysm6//XYFBgZ222/8+PH6yU9+optvvlnXXnttf/8TAAAYEHh5OQAA6Ka9vV2NjY2Xddv58+dr9erVkqSoqCg9+eST2rFjhz755BNFRUWpqqpKVVVVmjZtmu677z7t27ePBTcA4KrCM90AAKCb6upqSdKkSZMuuP2rr77qdvn8m6o5nU498MADkiS3262hQ4d6b9PW1qawsDAlJSX1w8QAAAxcLLoBAEA3u3fvVnx8vI4cOXLB7d9+efnFfPLJJ90W7c3NzQoJCemjCQEAsA9eXg4AALp54403dNtttxnt09XV5f3fTU1N+o//+A/ddddd3us8Ho9cLlefzQgAgF3wTDcAAPDas2ePNm7cqF27dvXYVllZqcbGRh0/frzH53i3traqvb1dHo9Hubm5mjhxoqZOnaqKigodP35cpaWliouLu1L/DAAABgye6QYAAJKkzs5OLVy4UI888ojGjRvXY/tLL72kSZMmaejQoZo4cWK3ba2trWpra9Pq1avl7++vgoICSdI777yjhx56SAsWLNCYMWOuxD8DAIABxdH17deDAQCAq1pzc7MCAwPl59fz7/Lt7e3y9/eXw+Ho9T46OzsvuD8AAFcjFt0AAAAAAPQT/gwNAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/YdENAAAAAEA/+f8eWleQDBB8HwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取领券日期中的月份\n",
    "received_month = data1['date_received'].dt.month\n",
    "month_count = received_month.value_counts().sort_index(ascending=True)\n",
    "\n",
    "# 获取领券消费数据\n",
    "cop_distance = data1.loc[(data1['date'].notnull()) & (data1['coupon_id'].notnull()), ['user_id', 'distance', 'date', 'discount_rate']]\n",
    "# 统计领券消费次数\n",
    "date_month = cop_distance['date'].dt.month\n",
    "datemonth_count = date_month.value_counts().sort_index(ascending=True)\n",
    "datemonth_countlist = list(datemonth_count)  # 转为列表\n",
    "\n",
    "# 绘制用户领券次数与领券消费次数柱状图\n",
    "fig, ax = plt.subplots(figsize=(10, 6))  # 调整图表尺寸\n",
    "name_list = [i for i in range(1, 7)]\n",
    "x = np.arange(1, 7)  # 使用numpy的arange函数生成x坐标\n",
    "width = 0.4\n",
    "\n",
    "# 绘制领券次数柱状图\n",
    "plt.bar(x - width/2, list(month_count), width, label=\"用户领券\", color=\"#1f77b4\", alpha=0.8)\n",
    "\n",
    "# 绘制领券消费次数柱状图\n",
    "plt.bar(x + width/2, np.array(datemonth_countlist), width, label=\"用户领券消费\", color=\"#ff7f0e\", alpha=0.8)\n",
    "\n",
    "# 添加数据标签\n",
    "for i in range(len(x)):\n",
    "    plt.text(x[i] - width/2, list(month_count)[i], str(list(month_count)[i]), ha='center', va='bottom')\n",
    "    plt.text(x[i] + width/2, np.array(datemonth_countlist)[i], str(np.array(datemonth_countlist)[i]), ha='center', va='bottom')\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('次数（次）')\n",
    "plt.title('2016年前6个月份用户领券次数与领券消费次数')\n",
    "plt.xticks(x, name_list)  # 设置x轴刻度标签\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5)  # 添加网格线\n",
    "plt.tight_layout()  # 自动调整子图参数, 使之填充整个图像区域\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5ecd80c",
   "metadata": {},
   "source": [
    "### 3.4 绘制柱形图分析商户投放优惠券的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7b887a38",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参与投放优惠券商户总数为： 5363\n",
      "商户最多投放优惠券116512张\n",
      "商户最少投放优惠券1张\n"
     ]
    },
    {
     "data": {
      "image/png": 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QhYeHi23Ex8dDJpMVGoW5fv06NDQ0xL6/7oH4ZYIgQBAEqFSqQg+nBQ/ECxYskHx2ffr0EbexlclkCA8PF88BKViT8erDtIWFhVrnjrwpuXjy5AkqVaoEhUKBefPmYcaMGeK9dHV1sWnTJtSoUQPTp0/HkSNHIAgCtmzZAm9v79e2+7r5/DKZDAEBAbC2tsawYcOQnJwsSVaLSyAKdiQ7cOAAOnbsKJanpKSIO2olJCSgYsWK4u9r79696NSpU6G1LQXU/b2+qjTXKzRo0AAVK1ZESEgIBEF467UrRFQYEwgiKvd+//13BAUFYdiwYdiyZUuR04UKKBQKPH36VBxxKFBwqNur39ofOHAA33zzDTIyMnDw4EGxPDIyErVq1ZJcGx8fj+DgYEyePBkNGzYstg+3bt2ChYVFiR6G3uZQsVcXFQPAgAED8NVXX4nTlwRBwIgRI3DgwAEcOHAAjo6O4rULFizAjBkzsHDhQvTq1QvZ2dnIysoSHzplMhk8PT2ho6ODn376CbGxsbh79y5mzpwJuVyOzZs34+zZs+jYsSMaNmyIkJAQqFQqaGho4MGDB7C0tCz0gFnwgL969WoMHTq0RPGuW7cOAwYMKFReMIoRGhoqOcPjyZMnYl3BN9tverD9+eefoaGhAU1NzSJ/f35+fsjJySnyXI+CEYj09HTo6upK6l59aM/Ly4OFhQW0tLRgYmKCnTt3vnEx+avvf/n3X5CArly5Ev/88w/8/f0xZ84c3LlzR/x9FvwbePV3UtS3/suWLYOfnx/27t0LJycntGzZEgYGBti4caPk30Vxn2fBZxcZGan2BgDPnz9X67qSqFGjBkJDQ/HixQsYGxuXevtE/1kfftkFEVHxEhMThb179wrffvutYGtrKwAQjI2NhSFDhgjh4eHC33//Lfj5+Ql6enrCjRs3hMjISCEyMlK4ceOGYGJiIri5uRXZ7ty5cwWlUikuqCxYaHz9+nVBEPK3eMX/bxWqUqkEQ0NDcYvSl0VERAi5ubniws1NmzZJ6vPy8gQjIyOhdevWgiAIQvXq1YXBgwe/Me6CrV9L8qpXr95r24yLixPatGkjyOVyYe3atYXqMzIyhDp16gj6+vrFLqxNTU0VUlJShOzsbGHevHmCXC4XLl68KNafO3dOaNeunRAUFCQAEOs6dOggdOzYsdi+bd68WQAghIeHCxkZGeKrffv2Qvv27SVloaGhAoAiFx4LgiBs2rRJACDo6+sLhoaG4ktTU1OoU6eOIAiCcPv2bQGAEBAQIAiCIJw8eVIAIJw9e/a1n+Gr3nYRdYHc3Fxh+/btQr169QQAQoMGDYQzZ86If8evvgo2AyiQkpJS7N/Dy/06evSoAECYMWOGWLZr1y4BgBAfHy9ps+DfwoEDBwRByP/daGhoCEOHDhW3Hb5y5Ypgb28vVKhQQdi6dav47+XatWtFxvm2i6gVCkWxnx3esIi6qAXezZo1K3JDAyJ6NxyBIKJy5fHjx/Dy8oK+vj6cnZ1x584dXL58GTY2NuI1nTp1gp+fHxITE9GsWTMA+VOREhMTiz2B+NGjR7CwsBCnMRR8G1swfcPNzQ1aWlrYvXs3BEFAUlJSkXO7i5oX/rKCbztfnSv+OoIgYODAgejfvz9UKhVyc3ORk5MDQRDw1VdfQUNDA5s3b0Z6ejrS09OxZcsWbN26FbNnzy6yvejoaCxbtgwrVqxAbm4uNm3ahJ49exa6TltbG7t370bz5s3h6uqKkSNHYvTo0ZJpQMOHD8cff/whed/Ln4uOjg4SEhJQoUIFmJubY8eOHXB0dERwcDDGjx9fbMwF05CKm+//8hqMAm8aPbhy5UqhKUxXr1597Xs+lMjISGzevBmbNm1CbGysWB4eHi5OmyvK33//LVlDUmDixImS0ZiffvpJcup4u3bt0KBBAyxatAjffvsttLW1kZmZCaDwCMTLZs2ahYkTJ6JZs2YYO3Ysbt++DSD/97F582b88MMPmDBhAqZOnfraeJ89ewYgf0SnqL+9oowePRpHjx4t1elGBTEXtyidiN4OEwgiKlfs7e3FRaUXLlzAiRMnCj041q9fH3Z2dli+fDmaNWuGnJwcTJo0CY6OjpI53C+7du2a5EGsYC58QQKhp6cHT09PbNiwQbymbdu2Je5/wenUr3sofJkgCDA3N0dCQsJrr7OxsYGenh50dXWhq6sLIyMjdOjQAd27d8fSpUvFMzEmTZokTq/p3r07zp49i969e6N3797Ftl2xYkX06tUL/v7+WLRoERo1aoRDhw7B3Nwc8+fPx6xZs3DmzBn06dMHp06dQp06dZCXlwdHR0d89tln4sNZjx49sGHDBjRu3BjPnj177RkNBQncqVOnJMlhwUPx+vXrxbJbt26Juz29zqNHjyQPx68ukP7QBEHAuHHjcODAAdy5cwdKpRJVq1YV617Hz88P06ZNK/Zhv1KlSpJkqaiF+T4+Phg+fDi2bt2KAQMGiJ/Hq6ewv8za2ho//PADjhw5UmhtDwCcOHECderUwfnz51/b/4KpZC4uLpJ+vk7Pnj1Rp04dqFSqUltM/c8//0BfX7/QlEYiejdMIIio3Bk+fPgbrxk1ahTGjh0LX19fbNy4EdevX8f58+eLnLeelZWFc+fOSUYnChZSFywSBYCvv/4arVq1wuzZs/HFF18UOkjrTTIzM7F+/Xro6uqidevWar1HJpNh4MCBuH37NqytrVGjRg3UqFEDFStWhImJCXR1dWFmZlbkrjaTJk1CdHS05OHR19cXT548gY+PDxo0aICIiAgA+fPcmzdvjnr16okLoQGgf//+eP78OTZu3IhRo0Zh6dKlMDc3F2M3MzODIAjw9/eHk5MTGjZsCENDQ2zbtg1xcXGSUYYxY8Zg8eLFGDRoEBo0aIDGjRsXG3deXh50dXULHTxX8I3xq4vOdXV1xUXAxfniiy8KldWpUwcAxOTjTW2UJplMhnr16uHw4cOYPXs2Bg0ahBUrVmDy5Mlqt6HuLlVF6dGjB5YvXy4maOnp6dDW1i60HuPV9/To0QNBQUHo3Lkzdu7cCSB/hM/DwwMGBgaoXLnyG+99+fJlAMWPMBXlTYv7SyoyMhIJCQlo27YtF1ATlTImEET0URo2bBiWLFmCdu3a4fnz55g5c2axD6yHDx9GRkaGZAH1ixcvoFAoJN/Gurq6wtbWFnfu3MHXX39d4j75+/vj4cOHGDhwYJFTcID8E4+fPXsGLy8v8VvWl6ci3bhxA/fu3YOzszMyMjLQpk0bdOvWDd9++62knejoaGhqaiIgIEAyQmNqaooVK1aIP9evXx8AcOjQITx79gy9e/eWPJxraGiIC34bN25c5Gf4+PFj2Nra4q+//oKJiQnq16+PBw8eoGnTppJF2dWrV4e7uzv279+PgQMHvvaz6tSpE3r06FHoYbZgBOnlBe3C/5/ZUdSi8ZdduXJFPJEYyE9Eb9y4AeB/oxEfelRi4MCBb/ws3hcDAwNcuXJF/PnVXZnexptGTgrs3bsX9vb2aiUb70Nubi4mTJgAIH8khohKF893J6KP0vPnz1GlShU8f/4ccrkclStXLvbhZunSpTAzM0OrVq3EstjY2EIPN8uXL0dMTAwA4I8//hC/DVfHjRs3MHXqVMjl8kIP+y9PvTl48CC6du0qeUDu168ffH19AeTvNOTh4QEgf3TE2NgYP/74I8LCwiRtrlixAn5+fvj555/f2LerV69i4MCBqFWrFvr27Supe/z48Rvnh5ubm2Pz5s14+PAh/vrrL9y+fRuZmZkICgqCnZ2dOPd+69atOHLkCJRKJWbPni0+vBfFwsIC2trakMlkktehQ4dw6NAhSZlcLkeFChVeOyUKyP+8jIyMxNfLozaffvopBEFQa3TrddR9gH5fCu6fkJCAqKgo8ZWUlPTGviUkJKg9lScjIwO7du0SfwcFf5MFU/9e56+//sKtW7fQq1cvte5VWmJiYrBx40bMmjULjRo1wsGDB+Hr6wtPT88P2g+i/wKOQBBRuZObmwuZTCYu4HzZ33//jTVr1sDf3x+5ubmYN28e/vrrLwwZMgS//PILunfvjqZNm8LBwQFWVlY4evQoAgMDMW3aNCiVSoSEhCA2NhYbNmwQv61+9OgRxo8fj82bN8PX1xetWrWCt7c3GjdujOXLl+Pzzz8v1I+8vDwA+Q90d+7cwZdffomMjAwMHToUdevWFa8zNDTEn3/+iYULF0JLSwvr16+HsbEx2rVrByA/kQkICMCgQYMAQBwNKJhysW7dOgwZMkRcM/D999/DwsICs2fPxj///IOff/4ZFhYWRT4YR0dHY/ny5Vi2bBmMjY2xZ88eKJVKpKenIykpCXfv3sW9e/eKPbzuZRkZGdi0aROmTp2KWrVqYf/+/cjMzMTixYthZmaGYcOGYdWqVRgwYADGjRuHL774Ai1btsSWLVvQpk2bQu2dOnUK5ubmqFy5smTaWcHD3r59+8QyQRCQlZVV7OhBcSMTr9satyTJ4ctUKtUb12KoQ90pNa8mBQVTsGbNmoVZs2ZJ6qpUqVJsO3l5eQgODhZPWn/dPQBg+/btRX5GBeuIivv8cnJy8N1330FbW7vE2/S+q7NnzyIoKAgmJiZo3LgxZs6cWeyaKCJ6Rx941yciojfavn27uK1jhQoVhIyMDOHWrVuCvb29AECQy+VCjx49hL///lt8z4kTJ4Qvv/xSUCgUAgChSpUqQmxsrGBoaChUq1ZNSEpKEgRBEGbOnCkAEDQ0NIRVq1YJo0aNEnR1dYUKFSoIK1asENvbu3evoKenJwAQmjVrJqSkpEj6GB0dLQAQ1qxZI7i5uQkABFtbW/E+BbZs2SJYWlqKW4va2toKu3fvFuvHjBkj2Q5z/vz5AgDhyJEjwsOHDyWvS5cuCfr6+kKtWrUEQRCE9PR0oWHDhkLLli3F7TYLylu3bi1+ht27dxeePHki1iclJQmGhoZi/c8//1zs7yIoKEjo27evYGRkJFSsWFGYM2eOZGvROXPmCBUrVhT09fWFZcuWieWXL18WqlSpIgAQpk+fLpYnJCQIUVFRwj///FMovocPHwpubm6Cm5tbkXVxcXHCnTt3hISEBEkfly1bJgAQbt++LQiCIBw8eFBo0KCBoFAohMaNG0uujYuLE+rVqycYGxsLAITIyMhiYy+KlZWVYGZmVqL3vMzPz0+87+teI0eOFAAIDx8+lLw/Pj5eACD8/vvvkvLBgwcLxsbGkrK4uDihf//+Qrdu3cQtkVeuXFmoT8HBwZJtXF9n7969Qr9+/QQLCwsBgPDgwQNJ/bBhwwQAwvjx49X8RIjoY8QEgojKnYcPHwpdunQRpkyZIoSFhYnlY8aMEXx9fYVbt24V+96nT58Kq1atEnbt2iUIgiD4+/sLf/75p1gfFxcn7NixQ3zwWbVqleDu7i7cu3evUFv3798XunXrJgwZMqRQXXh4uABAWLp0qZCeni40b95ciIqKKlGceXl5wsCBA4WvvvpKLDtz5oxgYmJS7D75BgYGkvMQHj9+LKhUqkJt37x5U+jcubMQFBRU5L1nzZoljBs3TtizZ494NkZRkpKSBHd3d2Hp0qWFkihByD9vYNCgQYUeJAVBEJ48eSKMGTNGyMjIEMv8/PwELS0twcDAQKhYsWKJXkZGRoJSqRQmT54suc+MGTMkCcSzZ88EBwcHoVevXsKFCxcK9at///6Cu7u74O/vX2zcxTEzMxMMDQ1L/L4CEyZMENT57m7q1KkCgEJ/lykpKcKyZcuEiIgISXlUVFSRZ1q0bdtWaNKkieDr61vsWR+nTp1SO4EoODOiWrVqwsKFCyV1aWlpwqhRo4SaNWsKqampb2yLiD5eMkEo4wmdRETlnKDGvvTqXFOcvLy8Ep1aTR+vtLQ0ZGRkoFKlSmXdlbeiUqkQGxuLGjVqFHtNRkZGsZsIENG/AxMIIiIiIiJSG7/yIiIiIiIitTGBICIiIiIitTGBICIiIiIitfEciA8kLy8P8fHx0NfXf+uFlkRERERE74MgCEhJSYGFhcUbN/ZgAvGBxMfHo1q1amXdDSIiIiKiYsXGxsLS0vK115SrBOL48eMYMWIE7t69KylfsmQJ5s6diwcPHsDc3Bxz585Fr169xPrU1FT4+vpiz549MDExwaxZs9C1a1dJG5s2bcK0adOQmJiIbt26YcGCBdDW1hbro6OjMXLkSAQHB6NOnTpYvXq15DTZ3Nxc/PTTT9iwYQO0tLQwYcIEjB49Wu3Y9PX1AeT/UgwMDEr0uRARERERvU/JycmoVq2a+Mz6OuUmgYiKikKvXr2gq6srKd+4cSO++eYbDB06FC4uLli3bh369u2LOnXqoEGDBgCAPn364PTp01i4cCHy8vIwYMAAWFpa4rPPPgMA7NmzB/369cPIkSPh4eGBqVOnYuzYsVi2bBmA/A/Mzc0NxsbG2LZtG86cOYM2bdogMjISRkZGAIDvvvsOy5cvx6+//oqqVati+PDhqFy5Mrp3765WfAXTlgwMDJhAEBEREVG5pNZU+zI8xE508eJFwcTERHB2dhaqV68ulufm5grVq1cXfv31V7EsJSVF0NHREaZMmSIIgiBcunRJACBs27ZNvGbKlCmCu7u7+HPt2rWF9u3biz/fuXNHUCgUwqNHjwRBEIQ5c+YImpqaQmxsrHhN8+bNhblz5wqCIAgPHjwQFAqFMGfOHLF+7dq1goODg9oxJiUlCQCEpKQktd9DRERERPQhlORZtVzswnTmzBnMnz8fPj4+knKZTIY9e/ZIpgrp6elBqVQiOzsbQP60pwoVKqBTp07iNV5eXjh58iRUKhXi4+MRGRmJ3r17i/U2NjZwcHDAiRMnAACBgYFo0aKFZL6Xl5cXAgMDAQCnTp1Cbm6upA0vLy/cvHkT8fHxpfhJfDyOHz8OGxubIutSU1Ph4OCAU6dOFfv+R48ewdjYGPPmzZOUR0dHQyaTFXpFRUVJrlOpVHB1dcX69esLtX3//n24u7tDV1cX2tra8PT0RGJiYoljJCIiIqLCykUC8e2332LAgAGFyuVyOT799FMolUqx7MKFC3jx4gWaNm0KIH9xsr29PTQ1NcVrrKyskJGRgQcPHogP+PXr15e0bWVlhdu3b4ttvKnexMQEVatWFeuNjY2hp6eHO3fuvEPkH6eC6WYqlapQXU5ODvr164fIyMjXtjF27FiYmZnB19dXUh4WFoaqVavi8uXLkleNGjXEawRBwJgxY4pMUDIzM9GhQwfExMRgzpw5mDJlCo4dO4Zhw4a9VaxEREREJFUu1kC8aauol02ZMgW1a9eGu7s7ACAjIwPGxsaSa3R0dAAAT548QUZGBgAUec2TJ09e28br6l+95lVZWVnIysoSf05OTgaQvxg7NzcXQH7ccrkceXl5yMvLE68tKFepVBAE4Y3lGhoakMlkYrsvlwMo9KBfXLlCoYAgCJJymUwGDQ0NsY+XLl2Ch4cHatasiSdPnkj6npmZCS8vLzFWlUpVKFaVSoVjx45h69atOHz4sKQvgiAgNDQUDRs2hKOjY6GYcnNzoaGhgb59+yI4OBgmJibiPQra2bBhA5KTk3HlyhUYGxtDoVAgPT0dc+fORXp6OrS0tArFVFysr37uH9PviTExJsbEmBgTY2JMjKkkMZVEuUgg1LVmzRoEBgbiyJEjYtKhVCrFD6iAlpYWgPwH/4LRi6KuKUguimvjdfWvXvOqWbNmYdq0aYXKw8LCxIXipqamsLGxwb179ySJiKWlJSwtLREdHY2kpCSxvGbNmqhcuTKuX78uua+9vT2MjIwQFhYm+WOoX78+tLS0EBISIumDk5MTsrOzERERIZZpaGjA2dkZSUlJkulCOjo6aNCgAZ4+fYqYmBgEBATAx8cHOjo6WLlyJeLj4xEXFwcAePjwIbS1tbF3717o6+vj1q1bYqwFMV27dg1Dhw5F8+bNYWxsjKdPn0piOn36NOrXr4+kpKRiY4qPj8eiRYswePBg3L9/HyEhIWJMVlZW+O2333D37l0xJl1dXeTm5uLSpUvQ1tYuFFMBQ0ND1K5dWxLTx/p7YkyMiTExJsbEmBgTYypJTNbW1lCXTHg5tSlj69evh5+fH+7fv1+oLjo6Gk5OTujTpw+WLl0qlvv5+WHXrl24du2aWJaQkAAzMzPxW2hra2uEhITA0dFRvMbd3R12dnZYuHAhWrZsiXr16sHf31+s3759O4YOHYqkpCSsX78eo0ePRkpKiqRPurq62Lx5s2T9RYGiRiCqVauGZ8+eibswfSwZ6cvZdF5eHuRyOTZu3Iiff/4ZMTExYt/z8vKgUCggl8shk8nEtSUv933y5MmYPn06OnXqBKVSiYYNG8LX1xeampoQBAFmZmaoVq0a4uLikJmZCVdXV8ydOxd2dnZi3/Py8iAIAmxtbTF58mT079//tTG1a9cOT58+xcWLF4uMqbhYX/3cP6bfE2NiTIyJMTEmxsSYGFNJYkpLS4OhoSGSkpLeuGPoRzECkZaWhs6dO8PGxga//fabpM7FxQUzZ87Es2fPULFiRQBAaGgoAMDCwgKmpqaoUqUKgoKCxARCEARcuXJFfLh1cXHBsWPHJO2GhobCwsJCrE9NTUVERIS4ViIyMhLp6eniNa9SKpWStRsFFAoFFArpx17wh/KqokY9Xlf+artvUy6TyYosf7WPBf+7uL4X9PPlthISEsTf34MHD6CpqYlt27Zh165dOHv2LOLi4pCYmIjWrVtj1qxZSE1NxdSpU9GhQwdER0eLbb0c/6v3eLXv586dw7Fjx7Blyxa1P/eSlpfn39PbljMmxlRcOWNiTABjKq6PJS1nTIwJKF8xqatcLKJ+HZVKhW7duuHBgwfYtWuX5PA3AGjdujX09PQwf/58APnJgb+/P+rWrQszMzPI5XJ4e3tjyZIlSE1NBQBs27YNjx8/hpubGwCgS5cuCAsLE5OIpKQkbNiwQay3t7dHnTp1MHv2bPG+CxcuhLGxsWRUg15v06ZNSE9Px++//46LFy/i3Llz2LdvHy5fvowNGzbAwsICly5dwvbt29G+fXt07doV+/btw/3793HkyJES3y8jIwODBw/G559/rvZ5HURERET0euV+BGL27Nk4fPgwpk+fjsTERHE7Tn19fXzyySfQ1NTE9OnTMWrUKNy4cQOJiYk4d+4c9uzZI7YxYcIEbN26FU5OTnB2dsb27dvh6ekpPvw7OTmha9eu8Pb2RqdOnRAcHIz09HSMHz9e0g9PT088fvwYSqUSR44cwe+///5O2dt/TXR0NPT09PD111+LZR4eHjA3N0dYWBiGDRsGZ2dnyXvs7OxQuXJlXL16FR4eHiW635gxY/Dw4UMcPny42FESIiIiIiqZcv9UtX37dgDApEmT4OzsLL6GDx8uXuPj44Ndu3bhxYsXkMlk2L9/P7y8vMR6KysrhIaGwtHRETdu3MC4ceMQEBAguc+WLVswefJkREZGwsHBAcHBwbCyshLrO3bsiJMnT0JDQwOJiYlYs2YNxowZ815j/7fR1dVF1apVC03t0tbWhlKpxMOHDwstAMrNzUVycjIyMzNLdK+NGzdi5cqVWLlyZbHnVRARERFRyZWrr88HDBhQ6DyI8PBwtd7bqVOnIhczF6hevTr++OOPYusVCgW+//57fP/998Ve07x580JrJUh9zs7OWL58OZ4/fy5ui3vv3j3ExsaiSZMm2LVrF37//XdERUWJ53rs3LkTGRkZcHFxUfs+p0+fxtChQ/HNN9+gR48e7yUWIiIiov+qcj8CQf8e3t7esLS0hJeXF44ePYo9e/bA09MT1tbW8Pb2Rvfu3ZGSkgIvLy9s2LABfn5+GDRoEFxcXMRzP94kMTER3bp1g6WlJXr27ImQkBDx9eouWkRERERUckwg6INRKpU4ffo0qlevjv79+6Nv374wNzfHkSNHoFQqYWpqisOHD+PFixcYPnw41q5di2+//VacOqaO06dPIyEhATExMfjss88k094KduciIiIiordXrs6B+DdLTk5We29dIiIiIqIPqSTPqhyBICIiIiIitZWrRdT0/qyIuljWXcBw+yZl3QUiIiIiekccgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrUxgSAiIiIiIrWVqwTi+PHjsLGxKVR+6dIluLi4QF9fH23btkVsbKykPjU1FYMHD4aJiQlsbW2xY8eOQm1s2rQJtra2MDExwYgRI5CZmSmpj46ORps2baCvrw8XFxdcv35dUp+bm4sJEybAzMwM1apVg7+/fylETERERET0cSk3CURUVBR69eoFlUolKb9//z7atm0LXV1d7Ny5E1WrVkWHDh2Qk5MjXtOnTx/s3r0bCxYswKRJkzBgwABcuHBBrN+zZw/69euHL7/8EgEBAbh69SrGjh0r1icnJ8PNzQ0JCQnYtm0bWrZsiTZt2uDFixfiNd999x0WLVqESZMmYeHChfj555+xbdu29/eBEBERERGVQzJBEISy7sSlS5fQvn172NjYICEhAffv3xfrfHx8sHPnTty7dw+6urpQqVSws7PDnDlz0LVrV1y+fBmNGzfGtm3b0K1bNwDA1KlTERISgkOHDgEAHBwcUKNGDRw+fBgAcPfuXdjb2yMuLg5mZmaYO3cuJk2ahJiYGFhaWgIAWrRogY4dO2L8+PGIj49H9erVMWPGDEyYMAEAsG7dOsybNw83btxQK8bk5GQYGhoiKSkJBgYGpfXRqW1F1MUPfs9XDbdvUtZdICIiIqIilORZtVyMQJw5cwbz58+Hj49PobrAwEB4enpCV1cXAKChoQEPDw8EBgYCyJ/2VKFCBXTq1El8j5eXF06ePAmVSoX4+HhERkaid+/eYr2NjQ0cHBxw4sQJ8R4tWrQQk4eCNgrucerUKeTm5kra8PLyws2bNxEfH1+KnwQRERERUflWLhKIb7/9FgMGDCiyLj4+HvXr15eUWVlZ4fbt22K9vb09NDU1JfUZGRl48OCB+ID/pjbeVG9iYoKqVauK9cbGxtDT08OdO3feImIiIiIioo+Toqw7AAByefF5TEZGBoyNjSVlOjo6ePLkyWvrAeDJkyfIyMgAgLdq43X1r17zqqysLGRlZYk/JycnA8hfjJ2bmwsgP265XI68vDzk5eWJ1xaUq1QqvDzDrLhyDQ0NyGQysd2XywHkryvJe2mmmuz///vq5DW5DBCEdyuXAZAVU/7/fSm1mNQoVygUEARBUi6TyaChoVHocy+u/IP+nhgTY2JMjIkxMSbGxJjKIKaSKBcJxOsolUrxAyigpaUlJgbF1QP5D/5KpRIA3qqN19W/es2rZs2ahWnTphUqDwsLE6djmZqawsbGBvfu3ZMkIpaWlrC0tER0dDSSkpLE8po1a6Jy5cq4fv265L729vYwMjJCWFiY5I+hfv360NLSQkhICIxSX4jlLyyMIFflweBxslgmyGVIsjCCIisXek9TxfI8TTmSzQyhlZ6NCs/TxfJcbQVSK+lDOyUT2sn/29EqW1cL6ca6qPAiHVpp2WJ5poE2AJRqTC9zcnJCdnY2IiIixDINDQ04OzsjKSkJUVFRYrmOjg4aNGiAp0+fIiYmRiw3NDRE7dq1ER8fj7i4OLH8Q/6eGBNjYkyMiTExJsbEmMoiJmtra6irXCyiLrB+/Xr4+flJFlHXqFEDo0ePxrhx48SyuXPn4o8//kB4eDj8/Pywa9cuXLt2TaxPSEiAmZkZrly5AmNjY1hbWyMkJASOjo7iNe7u7rCzs8PChQvRsmVL1KtXT7I16/bt2zF06FAkJSVh/fr1GD16NFJSUiT91dXVxebNmyXrLwoUNQJRrVo1PHv2TFyY8iEz0jXRL/1RldEIxPDaLuUmy/43fnPAmBgTY2JMjIkxMSbG9LYxpaWlqb2IutyPQLi4uCAoKEiSQISGhsLCwkKsnzlzJp49e4aKFSuK9QBgYWEBU1NTVKlSBUFBQWICIQgCrly5ghYtWohtHDt2THLfV++RmpqKiIgIca1EZGQk0tPTxWtepVQqxdGPlykUCigU0o+94A/lVUWNeryu/NV2JeXyIoamihqtksnea3mpxqRmuUwmK7K8uM+9pOWMiTEVV86YGBPAmIrrY0nLGRNjAhhTcX0saXlxMamrXCyifp0uXbrg0KFD4gjD/fv3sX//fri5uQEAWrduDT09PcyfPx9AfnLg7++PunXrwszMDHK5HN7e3liyZAlSU/On5mzbtg2PHz8W2+jSpQvCwsLEJCIpKQkbNmwQ6+3t7VGnTh3Mnj1b7NfChQthbGwsGdUgIiIiIvq3K/cjEF5eXnByckLLli3h4eGBY8eOwdTUFEOHDgUAaGpqYvr06Rg1ahRu3LiBxMREnDt3Dnv27BHbmDBhArZu3QonJyc4Oztj+/bt8PT0FB/+nZyc0LVrV3h7e6NTp04IDg5Geno6xo8fL7Yxe/ZseHp64vHjx1AqlThy5Ah+//33d8reiIiIiIg+NuV+BEKhUOD48eMYMmQIIiIi4OrqivPnz0vmZvn4+GDXrl148eIFZDIZ9u/fDy8vL7HeysoKoaGhcHR0xI0bNzBu3DgEBARI7rNlyxZMnjwZkZGRcHBwQHBwMKysrMT6jh074uTJk9DQ0EBiYiLWrFmDMWPGvO/wiYiIiIjKlXK1iPrfjCdR8yRqIiIiovLqozuJmoiIiIiIPg5MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG1MIIiIiIiISG0fRQLx/PlzdOvWDRUrVoSJiQm8vLzw4MEDsf7SpUtwcXGBvr4+2rZti9jYWMn7U1NTMXjwYJiYmMDW1hY7duwodI9NmzbB1tYWJiYmGDFiBDIzMyX10dHRaNOmDfT19eHi4oLr16+/n2CJiIiIiMqxjyKB+Prrr/H48WPs2LEDa9aswd27d+Hl5QUAuH//Ptq2bQtdXV3s3LkTVatWRYcOHZCTkyO+v0+fPti9ezcWLFiASZMmYcCAAbhw4YJYv2fPHvTr1w9ffvklAgICcPXqVYwdO1asT05OhpubGxISErBt2za0bNkSbdq0wYsXLz7UR0BEREREVC7IBEEQyroTr5OdnY0KFSrgwoULcHZ2BgAEBgaiTZs2iI2NxcyZM7Fz507cu3cPurq6UKlUsLOzw5w5c9C1a1dcvnwZjRs3xrZt29CtWzcAwNSpUxESEoJDhw4BABwcHFCjRg0cPnwYAHD37l3Y29sjLi4OZmZmmDt3LiZNmoSYmBhYWloCAFq0aIGOHTti/PjxasWRnJwMQ0NDJCUlwcDAoLQ/pjdaEXXxg9/zVcPtm5R1F4iIiIioCCV5Vi33IxDPnz+HSqVCXl6eWJadnQ0AUCqVCAwMhKenJ3R1dQEAGhoa8PDwQGBgIADg+PHjqFChAjp16iS+38vLCydPnoRKpUJ8fDwiIyPRu3dvsd7GxgYODg44ceIEgPyEpUWLFmLyUNBGwT2IiIiIiP4ryn0CYWZmhnr16mHy5Ml4/Pgx/vnnH/zyyy9o164dTE1NER8fj/r160veY2Vlhdu3bwMA4uPjYW9vD01NTUl9RkYGHjx4gPj4eAB4YxuvqyciIiIi+q9QlHUH1LFjxw44OjrC3NwcAGBnZydOP8rIyICxsbHkeh0dHTx58uS19QDw5MkTZGRkAMBbtVFQX5SsrCxkZWWJPycnJwMAcnNzkZubCwCQy+WQy+XIy8uTjLAUlKtUKrw8w6y4cg0NDchkMrHdl8sBQKVSAXkvzVST/f9/X528JpcBgvBu5TIAsmLK/78vpRaTGuUKhQKCIEjKZTIZNDQ0Cn3uxZV/0N8TY2JMjIkxMSbGxJgYUxnEVBLlPoHIycnBgAED0KhRIwwfPhzJycmYM2cO2rVrh5MnT0KpVIofUAEtLS0xMSiuHshPDJRKJQC8VRsF9UWZNWsWpk2bVqg8LCxMnG5lamoKGxsb3Lt3T5KMWFpawtLSEtHR0UhKShLLa9asicqVK+P69euSe9vb28PIyAhhYWGSP4b69etDS0sLISEhMEp9IZa/sDCCXJUHg8fJYpkglyHJwgiKrFzoPU0Vy/M05Ug2M4RWejYqPE8Xy3O1FUitpA/tlExoJ/9vx6psXS2kG+uiwot0aKVli+WZBtoAUKoxvczJyQnZ2dmIiIgQyzQ0NODs7IykpCRERUWJ5To6OmjQoAGePn2KmJgYsdzQ0BC1a9dGfHw84uLixPIP+XtiTIyJMTEmxsSYGBNjKouYrK2toa5yv4h69+7d8PHxwb1798SRg5iYGNjZ2WHZsmWYOXMmRo8ejXHjxonvmTt3Lv744w+Eh4fDz88Pu3btwrVr18T6hIQEmJmZ4cqVKzA2Noa1tTVCQkLg6OgoXuPu7g47OzssXLgQLVu2RL169eDv7y/Wb9++HUOHDpX8wl9W1AhEtWrV8OzZM3FhyofMSNdEv/RHVUYjEMNru5SbLPvf+M0BY2JMjIkxMSbGxJgY09vGlJaWpvYi6rcegcjNzcXWrVvRp0+fYq+5fv066tat+7a3AJD/jbWFhYWYPAD5mZmenh7u3r0LFxcXBAUFSRKI0NBQWFhYAABcXFwwc+ZMPHv2DBUrVhTrAcDCwgKmpqaoUqUKgoKCxARCEARcuXIFLVq0ENs4duyYpF8v36MoSqVSHN14mUKhgEIh/dgL/lBe9eqox5vKX21XUi4vYmiqqNEqmey9lpdqTGqWy2SyIsuL+9xLWs6YGFNx5YyJMQGMqbg+lrScMTEmgDEV18eSlhcXk7reaRH1iBEjXlvfvHnzd2keAFCpUiVERUUhNfV/02rOnj2L5ORkVK1aFV26dMGhQ4fEEYb79+9j//79cHNzAwC0bt0aenp6mD9/PoD85MDf3x9169aFmZkZ5HI5vL29sWTJEvEe27Ztw+PHj8U2unTpgrCwMDGJSEpKwoYNG8R6IiIiIqL/CrVTj9OnT4tDM9nZ2ahduzb09PQQFRWFS5cuQaFQIDc3F40bN8bUqVOxfv36QguP30bbtm0BAJ999hnc3d3x/PlzbN++HRUrVkSvXr1gZGQEJycntGzZEh4eHjh27BhMTU0xdOhQAICmpiamT5+OUaNG4caNG0hMTMS5c+ewZ88e8R4TJkzA1q1b4eTkBGdnZ2zfvh2enp7iiISTkxO6du0Kb29vdOrUCcHBwUhPT1f7DAgiIiIion8LtUcgevXqBU9PT/FB/cyZMzA0NMSZM2cwbtw4DBw4EN999x2CgoIQGhoKLS0tcbHyu7CyssKZM2dgbm6OtWvXYuPGjbC3t8e+fftQqVIlKBQKHD9+HEOGDEFERARcXV1x/vx5ydwtHx8f7Nq1Cy9evIBMJsP+/fvFk6wL7hEaGgpHR0fcuHED48aNQ0BAgKQfW7ZsweTJkxEZGQkHBwcEBwfDysrqneMjIiIiIvqYqL2IulGjRrhy5Qpq166NH3/8EUqlEn5+fhg7diyUSiWmT5+OyZMnIycnB/Pnz8fNmzdRu3ZtREZGvu8YPgo8iZonURMRERGVV2VyEnVJ948lIiIiIqKPT7k/iZqIiIiIiMqPdzpIrmDUYcmSJXj06BGWLFkCQRAQHx+Pbt26FXtGAhERERERfZxKZQSiatWq0NTUhIWFBapUqQItLS3UqVPnnfaXJSIiIiKi8uedEoiC9ddeXl4wMTFBp06d8NVXX6FSpUqYOnUqdHV1S6WTRERERERUPnANBBERERERqU3tBCIvLw/x8fHIzc3FixcvJHXZ2dkAgKysrFLtHBERERERlS9qJxCPHj1CtWrVcPfuXYwdOxZAfsIgCAKGDx+Ou3fvYsSIEQDyE4qUlJT302MiIiIiIiozaq9yvnr1KjQ1NSGXy5GdnQ0DAwP4+PjAy8sLDRs2hJaWFrKysmBtbY2zZ88iKysLGRkZ77PvRERERET0gamdQJibm0t+zs7ORkZGBszMzGBmZiapW79+PQAgMTHx3XtIRERERETlxlsvopbL5Vi0aNFrr3l1rQQREREREX3c3jqBUCgUGDJkyOsbl3OTJyIiIiKif5MSP+Hn5ORg5syZaq1v2LJlC1Qq1Vt1jIiIiIiIyp8SHxUtk8kwefJkWFhYwMrKCtbW1qhRowZkMpnkurCwMAwaNAhZWVkYOHBgqXWYiIiIiIjKTokTCIVCAUEQMGvWLDx+/BjJycnQ1dVFkyZN4ObmhsGDByM5ORkdO3ZEs2bNmDwQEREREf2LvNUiBZlMhrCwMLx48QJpaWk4c+YMvL29cfToUVSvXh2fffYZHB0dceDAgdLuLxERERERlSG1EoicnBx069YNf/zxB549ewYA4pQlHR0d1K1bF9WrV4empiYEQYBMJkPNmjWho6Pz/npOREREREQfnFpTmOLi4pCUlIRx48ahX79+EAQBfn5+yM3NxdWrVxEcHAxzc3P06dMHmzdvRkZGBpo0aQI7OzuMHDnyfcdAREREREQfiFoJhLW1Nf78808AwLVr13D06FFs2bIF4eHhMDY2xurVq9GzZ0/JewrKvLy8ULVq1dLvORERERERfXBqr4H4/fffERUVhfDwcBw6dAhhYWHYs2cPPvvsM+zcuRObN29GcnIyACA8PBx37tyBq6srNm3a9N46T0REREREH5bauzDdvXsXTZo0wVdffQWlUomoqCiMHDkSP//8M/r06QNtbW1UqFABPj4+iImJgaWlJRYtWgQrK6v32X8iIiIiIvqA1B6BWLx4Me7evYvWrVtDLpdj3759mDRpEgYNGgQNDQ0AwKFDhxAeHo49e/agdevWsLa2FuuIiIiIiOjjp9YIxJEjRzB48GBoaWkhMzMTKSkpiIqKQm5uLi5fvozevXtDJpPhs88+w+zZs9G8eXP4+Pjgiy++gJGR0XsOgYiIiIiIPhS1Eoj69evj999/h5aWFi5duoQ5c+ZAR0cHv/zyCx4/fgw3NzfIZDLs27cPcXFxGDx4MNLT0zFx4kQsWbLkfcdAREREREQfiEwQBEGdC+Pj4zF48GC0b98eGzduhLa2NiwtLbF161bcuXMHtWrVQrVq1fD48WPs2LEDLi4usLGxQXR0NMzNzd93HOVecnIyDA0NkZSUBAMDgw9+/xVRFz/4PV813L5JWXeBiIiIiIpQkmdVtddAdO7cGbVq1YK+vj709fVx+PBhREREYPr06bCwsIBMJsPVq1cxf/58uLq6wtTUFO3atcPatWvfOSAiIiIiIiof1N6FaefOnahatSouXLiAL7/8EgYGBli3bh38/f2Rl5eH+vXrQ0NDQ3JwXP/+/WFtbf1eOk5ERERERB+e2lOYipObmwuFQu085D+LU5g4hYmIiIiovHovU5iK83LycPr06XdtjoiIiIiIyrF3SiBiYmJgZ2cn/tytWzfMnDnznTtFRERERETlU4kTiJiYGOjq6gIAZDIZ4uPjAQAnT57E06dP0alTp9LtIRERERERlRtqJRA5OTno0aMHHj58CC0tLeTm5gIAtLS0oFQqAQB+fn4YOnQoateu/f56S0REREREZUqt1c/Pnj1DXFwcPv30UyxYsEBMGoD8RdT9+/fHvXv3EBMTg4YNG0JXVxf6+vqwt7fHr7/+Ck1NzfcWABERERERfThqjUCYm5vj9OnT6Nq1K168eCGpS01NxeXLl3HgwAE8ePAAnTp1QtOmTaFQKODv748dO3a8j34TEREREVEZUHv/VQ0NDfj7++PRo0eYMGGCWK6np4fLly8DyF8TMXXqVLGuevXqCAsLQ69evUqxy0REREREVFbUSiAiIiLw7NkzNGzYEDKZTNqAQgFdXV2kpaUVet/MmTPx5Zdflk5PiYiIiIiozKk1hWnbtm1o3bo1KlWqhHr16iErKws///wzLl6UHk4mCAKmTZuGe/fuAQB69+6NihUrln6viYiIiIioTKiVQEyfPh0vXrxAVFQUFi9eDEEQcPz4cXTt2hUZGRmIiYkRr12/fj3s7e2xcOHC99ZpIiIiIiIqG2olEDKZDAYGBrC0tESzZs2gra2Ns2fPIjQ0FNnZ2WjVqhUePHgAmUyGu3fvYuHChZgwYQJ27dr1vvtPREREREQfkNoHyYWFhcHR0RFbt24Vy0xNTWFgYIDOnTujT58+APK3dR0xYgR++OEH+Pj4IDk5ufR7TUREREREZUKtBEIQBHTv3h3169dHq1atkJOTI9bJZDLMmDEDCQkJGDlypHjmw7hx45CamoqlS5e+n54TEREREdEHp/YUpr/++gtbt26FgYEBsrKyAOSPNuTk5EBbWxvffPMNdu/eLZ5SbWBgAC8vLzg6Or6/3hMRERER0Qel9hSmatWqAQAsLS3Fcx+ys7PFZKJ37954+PAh9u/fL75n9erVaNOmTWn2l6jMHTt2DDKZrNArMzMTeXl5mD17NmxtbaGtrY1mzZohODi4yHYePXoEY2NjzJs3T1KekZEBHx8fVKxYEZqammjUqBHCwsIKvV+lUsHV1RXr169/H2ESERERFUntBKKAlpaWOKpgaWmJwMBAAICZmRkOHz6Mzp07i9fq6OiUUjeJyo+wsDA4Ozvj8uXLkpdSqcT48eMxZ84cTJw4EceOHYO5uTlatWqFa9euFWpn7NixMDMzg6+vr6R85MiRCAgIgK+vLxYvXozExER4eHggMzNTvEYQBIwZMwanTp163+ESERERSah9EnVRdHR00Lx5c/Hndu3avXOHiMq7sLAwNGnSBE5OTpLy58+fY/HixVi4cCEGDhwIAGjatClsbGzg7++PlStXitceO3YMW7duxZ9//imuGwKA27dvY+PGjTh//jwaN24MALC1tYWbmxsuXLgAV1dXAEDfvn0RHBwMExOT9x0uERERkYTaIxB5eXk4cODAG68BgKysLHz//ffiegiif5MrV67A2dm5UPm1a9eQnZ2Ntm3bimUaGhqws7PD/fv3xbLMzEz4+PjAy8tLci0AWFhYIDQ0VEweAIiHMWZnZ4tlDx8+RFBQEPT19UsrLCIiIiK1lGgKU48ePYqtEwQBnp6eePjwIby8vLBx40bcvXv3nTtIVJ4kJSXhzp07WLx4MQwNDWFsbIw+ffrg0aNH0NDQAAA8ffpUvF6lUiEqKgqWlpZi2axZs3D37l3I5XL07t0bc+fOFacn6erqokGDBpJ7HjlyBJqampKk4vjx4zAzM3ufoRIREREVSe0pTHK5HHp6egAAc3Nz6OnpQaFQIDMzE/r6+ujSpQtu3LiBOXPm4MGDB7hy5QqqVKny3jpOVBZCQkIgCAIcHR0xY8YMxMfH46effkLXrl1x9OhRGBgY4Pvvv8eePXugr6+PSZMmIS4uDl5eXgCAhIQEcdF0XFwcNDU1ERAQgJ07d+Ls2bNQKpWS+7148QK//fYbBg4cCGNjY7FcLi/x8iUiIiKiUlGip5CCb1gzMjIwduxYPHz4EOPHj8fff/+N3377DZ9++inGjBmDM2fOIDw8XHJeBNG/gZOTE8LCwrBs2TK0adMG/fv3x8aNG3Hu3DnExMRg1apVCAoKgrm5OQwNDTF79mzUrFkT7u7uAIBNmzYhPT0dv//+Oy5evIhz585h3759uHz5MjZs2FDofqNHj4ZKpYKfn98HjpSIiIioaG/1Naauri5Gjhwp+e/Ro0eRmpqKGjVqICoqCu7u7mjZsmWpdlYQBHz++efo2LGjpPzSpUtwcXGBvr4+2rZti9jYWEl9amoqBg8eDBMTE9ja2mLHjh2F2t60aRNsbW1hYmKCESNGSHa8AYDo6Gi0adMG+vr6cHFxwfXr10s1Nvo4GBoaomHDhpKypk2bAgCuXr2Kbt26ITY2FqtXrxYXUk+ePBkKRf5gX3R0NPT09PD111+L7/fw8IC5uXmhrVoDAgKwefNmLFu2jKN5REREVG6U2jwICwsLpKWlAQBcXFxw6tQp8byI0rJy5UqEhoZiwYIFYtn9+/fRtm1b6OrqYufOnahatSo6dOggGf3o06cPdu/ejQULFmDSpEkYMGAALly4INbv2bMH/fr1w5dffomAgABcvXoVY8eOFeuTk5Ph5uaGhIQEbNu2DS1btkSbNm3w4sWLUo2Pyr979+4VSh4TExMBQEw6zczM0KdPH9y5cwcODg7o27eveK2uri6qVq1aaKqStra2pOzmzZsYOnQoRowYge7du7+vcIiIiIhK7J22cS0gk8lQoUIFpKamAgAuXLiA5s2bw9DQsDSaBwA8fvwYP/zwA8aNGwdbW1uxfO7cudDS0sL+/fuhq6sLNzc32NnZYe/evejatSsuX76Mffv2Ydu2bejWrRuA/IfA6dOn49ChQwCAiRMnon379li8eDGA/G0z7e3t4efnBzMzMyxfvhyPHj3C+fPnYWlpCXd3d1y4cAGrVq3C+PHjSy1GKv+WLFmCixcv4uzZs2LZxo0bAeQnzgWuXLmCo0eP4sCBA+LUPwBwdnbG8uXL8fz5c3FNw7179xAbG4smTZoAyD9gzt3dHQ4ODpJkmYiIiKg8UGsEYu3atWjRogUSExPRqlWrIv/buXNnpKenY/78+WjTpg2eP39eqh399ttvoauri4kTJ0rKAwMD4enpCV1dXQD56zQ8PDzEA+6OHz+OChUqoFOnTuJ7vLy8cPLkSahUKsTHxyMyMhK9e/cW621sbODg4IATJ06I92jRooVkJx0vLy/xHvTfMXjwYISEhKBfv37YtGkTvv32W0yaNAldu3ZFvXr1xOt+/PFHuLq6Fppu5+3tDUtLS3h5eeHo0aPYs2cPPD09YW1tDW9vbwD5Zzw8evQIP/30E65du4aQkBCEhIQgPj7+g8ZKREREVBS1Eghra2u0aNECSqUSrVu3hpaWVqH/tmzZEmlpaUhJScH58+dhbGwMmUxWKp08efIktmzZgurVq2PYsGGYMGEC4uLiAADx8fGoX7++5HorKyvcvn1brLe3t5cc1mVlZYWMjAw8ePBAfCh7Uxuvq6f/jtq1a2Pfvn0IDw/H0KFDceDAAfz6668ICAgQrzl9+jQCAwMxf/78Qu9XKpU4ffo0qlevjv79+6Nv374wNzfHkSNHoFQqkZiYiMDAQGRlZaFTp05wdnYWXy8fREdERERUVtSawuTq6gpXV1esXr0aEydOxJIlSwr9d/z48fD395fsFvPqQuS3NWHCBADAkydPoKuriz179mDt2rW4cOECMjIyJNtbAvknZD958gQAiq0vaC8jIwMA3qqNgvqiZGVlISsrS/w5OTkZAJCbmysesCeXyyGXy5GXlycewvdyuUqlgiAIbyzX0NCATCYrdHBfwdQZlUoF5P3vehTkdQKk5DJAEN6tXAZAVkz5//el1GJSo1yhUEAQBEm5TCaDhoZGoc+9uPJXf0+tWrVCaGhoob4X9PWLL76ASqWCSqWS9L8gJlNTU6xdu7ZQ33Nzc2FgYCCu3ykqptzcXElMd+7cEa95l5je9Pv4GH9PjIkxMSbGxJgYE2NSP6aSKJU1EEB+sOnp6VizZg3OnDmD+Pj4UtnGNTQ0FCEhIfDy8sLu3bshk8lw//59ODo6YurUqVAqlZI55gCgpaUlJgbF1QP5iUHBwtW3aaOgviizZs3CtGnTCpWHhYWJ061MTU1hY2ODe/fuSZIRS0tLWFpaIjo6GklJSWJ5zZo1UblyZVy/fl1yb3t7exgZGSEsLEzyx1C/fn1oaWkhJCQERqkvxPIXFkaQq/Jg8DhZLBPkMiRZGEGRlQu9p6lieZ6mHMlmhtBKz0aF5+liea62AqmV9KGdkgnt5P8litm6Wkg31kWFF+nQSvvfycmZBtoAUKoxvczJyQnZ2dmIiIgQyzQ0NODs7IykpCRERUWJ5To6OmjQoAGePn2KmJgYsdzQ0BC1a9dGfHy8OMIFfNjfE2NiTIyJMTEmxsSYGFNZxGRtbQ11yYSXU5s3sLCwQHx8PCpXroxTp06hZcuWOHXqFNzc3HDv3j3o6OhgxYoVOHfuHAwMDNCwYUMMHjxY7c4UJSAgAL169UJQUBA+//xzsbxnz564evUqMjIyMHr0aIwbN06smzt3Lv744w+Eh4fDz88Pu3btwrVr18T6hIQEmJmZ4cqVKzA2Noa1tTVCQkLg6OgoXuPu7g47OzssXLgQLVu2RL169eDv7y/Wb9++HUOHDpX8wl9W1AhEtWrV8OzZMxgYGAD4sBnpmuiX/qjKaARieG2XMs2yd6SseekNAPKK+AyKKpchf7JfceXSWxZfLgd6Gg7ntyGMiTExJsbEmBgTYyp3MaWlpcHQ0BBJSUnis2pxSjQCUTCi8PTpU9SrVw+CIKBu3bowNzcXO9mrVy/07NlTPLX6XRV8W1+zZk1JecG2lw0aNEBQUJAkgQgNDYWFhQWA/J1xZs6ciWfPnqFixYpiPZCfEJmamqJKlSoICgoSEwhBEHDlyhW0aNFCbOPYsWOS+798j6IolcpCW3UC+b+0gjMBChT8obzq1VGPN5W/2q6kXF7E0FRRo1Uy2XstL9WY1CyXyWT55a/eorgVQCUtL7rrxZaXakyvKO5vqaTlZfp7UrOPjIkxFdfHkpYzJsYEMKbi+ljScsb0ccekLrXPgcjLyxO/bY+NjUVCQgKeP3+OhIQEXLlyRQzyxo0bMDMzw5AhQyRDI2/LyckJMpkM4eHhYllubi6CgoLQpEkTdOnSBYcOHRJHGO7fv4/9+/fDzc0NANC6dWvo6emJC1oFQYC/vz/q1q0LMzMzyOVyeHt7Y8mSJeI2tNu2bcPjx4/FNrp06YKwsDAxiUhKSsKGDRvEeiIiIiKi/wq1U4+cnByYmZkhOzsbVatWLfKanTt3ok6dOli6dCkWLVoET09P3Lp16506aGFhgT59+mDo0KGYM2cOTE1NsWzZMsTGxsLX1xe1atWCk5MTWrZsCQ8PDxw7dgympqYYOnQoAEBTUxPTp0/HqFGjcOPGDSQmJuLcuXPYs2ePeI8JEyZg69atcHJygrOzM7Zv3w5PT09xRMLJyQldu3aFt7c3OnXqhODgYKSnp/MMCCIiIiL6z1F7BEKpVCI2NlZcgFwUb29v6Orqon///ggNDcXx48dLpZNr1qxB//79MXHiRHh4eOD27dvYt28fHBwcoFAocPz4cQwZMgQRERFwdXXF+fPnJXO3fHx8sGvXLrx48QIymQz79++Hl5eXWG9lZYXQ0FA4Ojrixo0bGDdunGRbTgDYsmULJk+ejMjISDg4OCA4OBhWVlalEh8RERER0ceiRIuo1RUdHQ0dHR1Uq1attJv+aCUnJ6u9MOV9WBF18YPf81XD7ZuU6f0DkleU6f0BoKfB8LLuAhEREVEhJXlWVXsE4mVZWVnw9vYWzzZ41YgRI2BtbY3vvvvubZonIiIiIqJyqkQJRHx8PB4/fgxNTU3s27ev2EMnli9fjrFjx2LRokWS7aqIiIiIiOjjpnYCcfDgQTRq1Ag//PAD5HI5BEEodnupWrVq4fvvvy90Ei8REREREX3c1NqFKS8vD9OnT0efPn0wY8YMsXz79u3FLqqOiIh45z1miYiIiIiofFHr6V4ul+Ps2bPQ1NSUlPv5+RU7jUlTUxPfffddkQdmEBERERHRx0mtBOLRo0c4f/48jI2Noa2tDblcDplMhoMHD8Le3p6jDERERERE/xFqPfkHBQWha9eukjKZTIYGDRpALpfDwsICzZo1g5eXF9zd3aGrq/teOktERERERGVLrQSiffv2ePLkCTQ1NcUpSQYGBggODkZcXBzu3LmDkydPok+fPjAwMMDUqVPx9ddfF7vImoiIiIiIPk5qJRAVKlRAhQoVJGUymQx16tRB48aNAQATJkxAUlIS1q5di0mTJiEgIACHDx+GoaFh6feaiIiIiIjKxFutcFapVBAEASqVSlJuaGiIsWPHIioqCpqammjdunWpdJKIiIiIiMoHtRKI5ORkeHt74+rVqwCA3NxceHp6Fnu9ubk5Dh06BG9v71LpJBERERERlQ9qTWE6e/YsTp8+DUdHRzRs2BANGjSAsbExxowZU+x7VCoVsrKySqufRERERERUDqg1AtGhQwc8efIEf/75J8zMzLBhwwZs2LABV65cgYaGRrEvngFBRERERPTvovYBDnK5HG5ubnBzc8O1a9fwww8/4OjRo/jiiy/w66+/Qltb+332k4iIiIiIyoG3GiKoV68eDh06hD179mDHjh1YsGBBKXeLiIiIiIjKo3c6Qvqrr75C06ZNUbFixdLqDxERERERlWMlHoFITEzEunXrxJ9flzysW7cOmZmZb9czIiIiIiIqd0qcQDx8+BAjR45843UXL17EkCFDsGXLlrfqGBERERERlT8lnsKkVCqRlZWFunXrwszMDNbW1qhbty6aNm0KZ2dnAEBOTg4mTJiA2rVro1+/fqXeaSIiIiIiKhslTiBkMhm0tLTwzTff4MGDB4iOjsbq1asxbtw4VKpUCYMGDcL9+/dx8+ZNBAUFQaF4p2UWRERERERUjqj1dP/kyRP8888/cHR0BABoampi2LBhkmsePnyI3r17Y86cOZDJZDh9+jRq1apV+j0mIiIiIqIyo9YaiM2bN8PZ2Rlubm7Ytm2bWB4fH4/t27dj6NChaNCgAW7evInvv/8erq6umDBhAk+iJiIiIiL6l1ErgejZsyc2b96MmjVrYuHChUhLS8M333yD6tWr49tvv0VeXh5WrlyJ2NhYzJo1Czt37sSzZ8/w3Xffve/+ExERERHRB6RWAmFubo5evXph5cqVePjwIQ4fPoy7d+9CpVKhd+/eWLNmDby8vKCpqQkAMDIywqJFi7Bs2TIEBwe/1wCIiIiIiOjDKfEK56tXr2LRokU4dOgQjh07hmvXruH06dPQ0dGBnp4eDAwMULFiRbRr1w49evTgIXNERERERP8iJU4gsrKycPXqVQBA27Zt8eWXX6J69erIyspCRkYGUlNTkZeXh0qVKmH69Omws7Mr7T4TEREREVEZKfFBclpaWlAqlZKyGzduID4+Hs+fP0dOTg4eP36Mjh074ueffy61jhIRERERUdlTO4EICAhAw4YN8fDhQ0m5TCaDTCaTlFWqVAlubm6wtraGSqUqnZ4SEREREVGZU2sK07Rp0zB79mz0798feXl5iIuLE894EAQB7u7usLKygp2dHZo3b47PP/8cPXv2RM+ePd9r54mIiIiI6MNSK4EYOXIk+vXrB2tra4SGhsLAwAATJ06ETCZDdnY2UlJSEB8fj7/++gvTp0+HsbExfHx8MG7cOFSoUOF9x0BERERERB+IWglEpUqVUKlSJQBAdnY25HI5+vfvX+S1SUlJ2LBhA2bMmIF169bh2LFjsLW1Lb0eExERERFRmSnxImozMzP4+voWW29oaIhvvvkG165dQ4cOHWBtbf1OHSQiIiIiovKjxAlEzZo14evri7/++uu11126dAmpqanIzMx8684REREREVH5UuIEAgCeP3+Otm3bAgCio6OLvCYyMhKHDh2Cjo7O2/eOiMo9lUoFJycn+Pn5iWVLlixB9erVoVAoYGlpiS1btkjeEx4eji+++ALa2trQ1dXFwIEDJV82ZGRkwMfHBxUrVoSmpiYaNWqEsLAwSRurV69GnTp1oFQq0bBhQxw6dOi9xklERET51E4gsrOzxf+dlpYGhSJ/+YS9vT3q1KmDVatWIS8vT7zm5MmT8PLyglz+VjkKEX0k5s6di9DQUPHnjRs34ptvvkH79u2xevVq2NjYoG/fvggPDwcAJCQkoF27dsjOzsaiRYswevRobNiwAZMmTRLbGDlyJAICAuDr64vFixcjMTERHh4eYpLh7++PUaNGYciQIThx4gQ+//xzfPXVVzh27NiHDZ6IiOg/SO2TqF8eSRAEAZaWluLPX375JWbNmoWFCxdiw4YNMDU1RWBgIC5cuFC6vSWiciUyMhLTpk2Dvr4+gPzRiClTpmDOnDn47rvvAABdunRB5cqVsXv3bjRo0ACLFi1C1apVcebMGfFQygcPHmDHjh2YN28ebt++jY0bN+L8+fNo3LgxAMDW1hZubm64cOECWrRogZkzZ2LMmDEYO3YsAKBp06aIiIjAvHnzxNFRIiIiej/UTiAEQUBoaCi0tLQgk8lQtWpVsW7cuHGYPXs2pk+fji+++AI2Njbw8vKCo6Pje+k0EZW9vLw8DBo0CF27dkVsbCyA/IMl9+zZAwcHB/E6PT09KJVKcRRzxIgRGDZsmORE+4oVK4r1FhYWCA0NRYMGDST1QP5IaFxcHB49elQoUahduzZOnz79foIlIiIikdoJhEwmQ926daGpqVlkvaamJn788UecPn0aZ8+exZQpU0qtk0RU/vz+++/4+++/cfjwYXTq1AkAIJfL8emnn0quu3DhAl68eIGmTZsCgGT0Esj/cuLPP/8U63V1dSXJAwAcOXIEmpqaaNy4MdLT0wEAT58+lVxz48aNQm0TERFR6VN7gYIgCFi4cCE2bdqEmJgYSd3du3cxe/ZsfPLJJ8jKykKPHj0wZcoU5OTklHqHiajs3blzB1OmTMGqVatgbGz82munTJmC2rVrw93dvcj6P/74A1FRURg3blyR9S9evMBvv/2GgQMHwtjYGBYWFrC1tcW0adMQHx8PAFi2bBkuXLgALy+vd4qLiIiI3kztEQgrKyssXrwYT58+RUZGBry9vbF8+XIAwFdffYXWrVtj3rx56Nq1K7KysuDg4IDff/8dEyZMeG+dJ6IPTxAEDB48GN27d0eHDh1ee+2aNWsQGBiII0eOFLmhwuPHjzF27Fj06NEDn332WZFtjB49GiqVStzlSSaTYc2aNejYsSOqV6+OChUqIDk5GQYGBujXr987x0dERESvp3YCcf/+ffF/X758GcOGDcPkyZMBABEREahWrZpYr1Qq8c0332D27NkYN24cNDQ0Sq/HRFSmlixZgpiYGOzfv/+110VHR2Ps2LH4+uuv8eWXXxaqFwQBAwYMgFKpxJIlS4psIyAgAJs3b8bWrVtRpUoVsbx58+aIjY3F0aNHcevWLUydOhVjx46FkZHRO8VGREREb/ZWe6ympaVh165d+O6777B//35xB5aXeXl54cmTJ5LtHYno47dz507ExcXByMgIMpkMMpkMp0+fxrRp0yCTyXD//n2kpaWhc+fOsLGxwW+//VZkOz///DMCAwMREBAAExOTQvU3b97E0KFDMWLECHTv3r1QvaGhIbp3746HDx/C1NS02ClQREREVLrUHoF4mYeHBw4ePIgWLVqga9eu6Nu3L8aMGSO5pnr16ggKChK3YSSif4fVq1cjNTVVUjZkyBA4OTlhxIgRqFKlCry9vfHgwQOEhIRAW1u7UBtbtmzBtGnTMH/+fHzxxReF6h89egR3d3c4ODhgwYIFxfYlPj4e69atw7x584r8IoOIiIhKn1oJRFRUFGJjY6FQKCCXyyGXy3Hz5k1xZ6YNGzbA0dERgiCI75HL5ahbt+576zgRlQ1bW9tCZXp6ejA3N0fDhg0xY8YMHD58GNOnT0diYiISExMBAPr6+vjkk09w+/ZtDBkyBE2aNMEXX3yBkJAQsZ369etDS0sLffv2xaNHj7BgwQJcu3ZNrLewsICFhYX487Rp01C9enUMHz78PUZMREREL1MrgdiwYQP8/f3FMyDS0tLw008/iadRJyYmwtPTU7LWISkpCRYWFpK1E0T077d9+3YAwKRJkySnS7do0QKnTp3CwYMHkZGRgeDgYDg7O0vee+/ePRgYGCAwMBAAxO1hC0ydOlVcTH3nzh2sXbsWO3fuLHZ7aSIiIip9MuHlYQM1VapUCQcPHoSLiwsA4LPPPoO3tzfGjx8vXnPixAm4ubnh7t27sLa2Lr0ef6SSk5NhaGiIpKQkGBgYfPD7r4i6+MHv+arh9k3K9P4BySvK9P4A0NOA35QTERFR+VOSZ9W3WkSdlZUlnhoLAG5ubli0aBGysrLEMnNzc4wdOxY6OjpvcwsiIiIiIiqH3moRdXh4uGRLxR49euCrr76CUqkUyxwcHDB//vx37yERlaq85/+U6f3lxlZlen8iIiJ6N281AlGzZk3JyEKdOnUKzWV+X1QqFZycnMR50ABw6dIluLi4QF9fH23btkVsbKzkPampqRg8eDBMTExga2uLHTt2FGp306ZNsLW1hYmJCUaMGIHMzExJfXR0NNq0aQN9fX24uLjg+vXr7yU+IiIiIqLy7K0SiLI0d+5cydkS9+/fR9u2baGrq4udO3eiatWq6NChA3JycsRr+vTpg927d2PBggWYNGkSBgwYgAsXLoj1e/bsQb9+/fDll18iICAAV69exdixY8X65ORkuLm5ISEhAdu2bUPLli3Rpk0bvHjx4oPETERERERUXrzVFKayEhkZiWnTpkn2e587dy60tLSwf/9+6Orqws3NDXZ2dti7dy+6du2Ky5cvY9++fdi2bRu6desGIH+nl+nTp+PQoUMAgIkTJ6J9+/ZYvHgxgPxtKu3t7eHn5wczMzMsX74cjx49wvnz52FpaQl3d3dcuHABq1atkiwcJyIiIiL6t/toRiDy8vIwaNAgdO3aFY0aNRLLAwMD4enpCV1dXQCAhoYGPDw8xG0gjx8/jgoVKki2g/Ty8sLJkyehUqkQHx+PyMhI9O7dW6y3sbGBg4MDTpw4Id6jRYsWsLS0lLRRcA8iIiIiov+KjyaB+P333/H3339j0aJFkvL4+HjUr19fUmZlZYXbt2+L9fb29pJ94q2srJCRkYEHDx4gPj4eAN7YxuvqiYiIiIj+Kz6KKUx37tzBlClTsH37dhgbG0vqMjIyCpXp6OjgyZMnr60HgCdPniAjIwMA3qqNgvqiZGVlSba1TU5OBgDk5uYiNzcXAMRTvfPy8pCXlydeW1CuUqkKne5dVLmGhgZkMpnY7svlQP7Cc+S9dNyH7P//++oJIHIZIAjvVi4DICum/P/7UmoxqVGuUCggCEJ++ctVGgDyivgMiiqXIT/VLq5cesviy/8/XS/VmApuKZNBQ0Oj0N9SUeV5qjzIZfjf395LMcllMsjlMqjy8vDyCTFyuQxyWeFyDbks//ek+t89C8oBQJUnFCp/te+lEVN+Hz/gvyc1yhkTY2JMjIkxMaaPKaaSKPcJhCAIGDx4MLp3744OHToUqlcqlZITsAFAS0tLTAyKqwfyE4OCrWffpo2C+qLMmjUL06ZNK1QeFhYmTrcyNTWFjY0N7t27J0lGLC0tYWlpiejoaCQlJYnlNWvWROXKlXH9+nXJve3t7WFkZISwsDDJH0P9+vWhpaWFkJAQGKW+EMtfWBhBrsqDweNksUyQy5BkYQRFVi70nqaK5XmaciSbGUIrPRsVnqeL5bnaCqRW0od2Sia0k/+3Y1W2rhbSjXVR4UU6tNL+d1ZIpoE2AJRqTC9zcnJCdnY2IiIixDINDQ04OzsjKSkJUVFRUOYa5cekzEPOJ8mQv9CCZlyF/8Wql4ucmqnQeKINxWNtsVxlko1cy3Qo4itAI1Hrf5+BWSZUZpnQ/FsP8tT//VPKsUxHnkk2NO8YQJ71v0G+bOtUwBClGlMBHR0dNGjQAE+fPkVMTIxYbmhoiNq1ayM+Ph5xcXH/38EMVDLWR82qlXH/4VM8fZ4iXm9R2RiWlU1w+5/HSE793++7hoUpKpsY4MbdB8jM+t/vtVb1KjDSr4Crt/6W/B/FurbVoKWpwJXIe5KYGtW2RlZGRunHhA/77+ll7+33xJgYE2NiTIyJMX3AmEpy8PNbnUT9IS1evBhz5szB9evXYWhoCABo2bIlWrZsCT8/P9SoUQOjR4/GuHHjxPfMnTsXf/zxB8LDw+Hn54ddu3bh2rVrYn1CQgLMzMxw5coVGBsbw9raGiEhIXB0dBSvcXd3h52dHRYuXIiWLVuiXr168Pf3F+u3b9+OoUOHSn7hLytqBKJatWp49uyZeLrfh8xI10S/9EdVRiMQw2u7lGmWvSNlzUtvQJmMQPQ0HF7m34bkvYgr0xEIubHVf/obHsbEmBgTY2JMjKk8xpSWlqb2SdTlfgRi586diIuLg5GRkaT89OnTmDZtGrp3746goCBJAhEaGgoLCwsAgIuLC2bOnIlnz56hYsWKYj0AWFhYwNTUFFWqVEFQUJCYQAiCgCtXrqBFixZiG8eOHZPc/+V7FEWpVEoO1iugUCigUEg/9oI/lFe9OurxpvJX25WUy4sYmipqtEome6/lpRqTmuUymSy//NVbFLcCqKTlRXe92PJSjekVxf0tvVyepyGXlhdxT40i2nhduUKjuPLCfwTF9f1dYlKnvEz/9tTsI2NiTMX1saTljIkxAYypuD6WtPy/FJO6yv0i6tWrVyMsLEzycnR0xPDhwxEWFgZvb28cOnRIHGG4f/8+9u/fDzc3NwBA69atoaenJ56KLQgC/P39UbduXZiZmUEul8Pb2xtLlixBamr+1J1t27bh8ePHYhtdunRBWFiYmEQkJSVhw4YNYj0RERER0X9FuR+BsLW1LVSmp6cHc3NzNGzYEHXr1hWnGXl4eODYsWMwNTXF0KFDAQCampqYPn06Ro0ahRs3biAxMRHnzp3Dnj17xPYmTJiArVu3wsnJCc7Ozti+fTs8PT3FEQknJyd07doV3t7e6NSpE4KDg5Gens4zIIiIiIjoP6fcj0C8iUKhwPHjxzFkyBBERETA1dUV58+fl8zd8vHxwa5du/DixQvIZDLs378fXl5eYr2VlRVCQ0Ph6OiIGzduYNy4cQgICJDcZ8uWLZg8eTIiIyPh4OCA4OBgWFlZfagwiYiIiIjKhXK/iPrfIjk5We2FKe/DiqiLH/yerxpu36RM7x+QvKJM7w8APQ2Gl3UXkPf8nzK9v9yYiTcREVF5U5Jn1Y9+BIKIqCyFhoZi5MiR6NatG2bPno20tDSxLiUlBTNmzEC3bt0watQoyVZ6BXbv3o3+/fujd+/e2Lx582vv5eXlhQEDBog/t2zZEjKZrMjXqVOnSitEIiIiCSYQRERv6cyZM2jWrBnS0tJga2uLhQsXol27dhAEAVlZWWjevDn27t0LBwcH3LhxA40bN5YkEXPmzMHgwYNRqVIlmJiYYNCgQfjpp5+KvFdAQAD27dsnKVuxYgUuX74sec2ZMwc6Ojqwt7d/r7ETEdF/V7lfRE1EVF6NHDkSP/zwA6ZOnQoA6NChA5o1a4bw8HAEBgYiMzMTV69ehVKphEqlQp06dbB27VosWLAA8fHxmDJlCo4dOyZuGW1ubo558+ZhxowZklNBnzx5gm+++abQkPInn3xSqE+jR4/GqFGjYG5u/h4jJyKi/zImEEREbyErKwvffvstvL29xbKCs2GysrLg7OyMZs2aSU67NzMzEw+YFAQBa9euFZOHgvdnZmZKkgcgP1FxcHBAjRo1XtunI0eO4MaNGzh48GBphEhERFQkJhBERG9BqVRi4MCB4s95eXn49ddfUaNGDTRq1AiampqS68+ePYvz589j8uTJAICqVauid+/eYn1ycjKWLVuGzp07S963e/duHD58GBEREfj5559f26dff/0VAwcOFA/NJCIieh+4BoKI6B2tXLkStWvXxo4dO3Do0CFJ8hAdHQ03Nze4urpi5syZRR5A6ePjA1tbWygUCixdulQsT0xMhI+PD+bOnYuaNWu+tg83btzAqVOnMHLkyNILjIiIqAhMIIiI3lGdOnXg6uqKlJQULF++XFJnbGyMVq1aoXr16lizZg0ePnxY6P3NmjWDi4sLwsLCJNOPvvnmG9SpUwdff/31G/uwdOlStG7dGrVq1Xr3gIiIiF6DCQQR0Ttq2rQpli9fjp07d8Lf3x9BQUFinampKX766SeEh4cjKysLU6ZMKfT+Xr16Yf/+/Rg5ciRGjBiBjIwMHDp0CPv378fatWsLrYl4VW5uLrZv344ePXqUemxERESvYgJBRPQWVCoVYmJiJGXu7u7Q0NBAZGQkEhISkJSUJNbp6enB1dUVkZGRAIDMzEzExcVJ3v/VV18hJSUFDx48wI4dO5CSkoIaNWqIZzts2LABGzZsKHTOw19//YXnz5/D09Pz/QX8Bq87D+PSpUtwcXGBvr4+2rZti9jYWLHOz8+v2LMs/Pz8cP/+/WLri1pUfvToUcjlcly6dOlDhE1E9J/EBIKI6C38888/sLGxkTyo3rlzByqVCjVq1EDXrl3x448/St5z69Yt8aE3ICAATk5OSElJEeujoqKgVCphbm6On3/+GWFhYZKXh4cHPDw8EBYWBicnJ/F9u3fvxmeffYZKlSq936CL8brzMO7fv4+2bdtCV1cXO3fuRNWqVdGhQwfk5OQAAIYNG1boLIujR49CQ0MDjRo1goWFRaH6y5cvo1mzZmjUqJGkHxkZGRg5ciQGDhyIxo0bl8VHQUT0n8BdmIiI3oK1tTU6deqEzp07Y/bs2ahUqRImTpyIRo0aoUWLFkhLS0OnTp1gZGSEtm3b4sCBAwgJCcH8+fMBAJ07d8a0adPg7u6OiRMnIjExERMnTsSwYcOgp6cHPT09WFlZSe5pYmICAGjYsKGkPDAwEN26dfsgcRfldedhrFy5ElpaWti/fz90dXXh5uYGOzs77N27F127doWFhYW4/W2BH374AY0aNcJXX30FAJJkCQBu3ryJ4OBgXLlyRVL+yy+/4NmzZ5g1a9Z7jJaIiDgCQUT0ltavX4+OHTti7Nix6N27N+rWrYujR49CU1MTnp6e2LhxI/bu3YsOHTogKCgIR48ehYuLCwDAwMAAx44dg4GBAbp164Yff/wRo0ePxm+//VaiPvzzzz+IiYnB559//j5CfKOC8zDGjBkjlr18HkZgYCA8PT2hq6sLIP88DA8PDwQGBhbZ3pMnT7B48WJMnz692HtOmzYNXbt2Rb169cSymzdvYt68eZg2bRoqV65cCpEREVFxmEAQEb0lAwMDLFu2DAkJCXj69CnWr18PU1NTsb5Pnz64efMm0tLSEBwcDFdXV8n7a9WqhUOHDiE5ORl///03pkyZAoWi+IHh9evXY/369ZIyKysrCIIADw+PUo1NXQXnYRgaGgIofB5GfHw86tevL3mPlZUVbt++XWR7y5Ytg42NDdq2bVtk/b1797Bz506MHz9eUu7j4wMAuH79Ovr164etW7e+a2gl8uzZM/Ts2RMGBgbQ0tJCy5Ytcf/+fQD5n8ns2bNha2sLbW1tNGvWDMHBwcW2FRsbCwMDA8k6l4yMDPj4+KBixYrQ1NREo0aNEBYWJnnf6tWrUadOHSiVSjRs2BCHDh16H6ESETGBIKL/nqysrDJ//RsVdR5GRkYGjI2NJdfp6OjgyZMnhd6fm5uLFStWYNSoUcXeY+nSpXBxccGnn34qlh08eBCnT5+GXC5HTEwMQkND0bNnT3zzzTelF9wbdOvWDWfOnMGUKVMwd+5cXLt2DV26dAEAjB8/HnPmzMHEiRNx7NgxmJubo1WrVrh27VqRbQ0dOlSyNgbInyYWEBAAX19fLF68GImJifDw8EBmZiYAwN/fH6NGjcKQIUNw4sQJfP755/jqq69w7Nix9xs4Ef0ncQ0EERGVioLzMNavX4/ly5dj0aJFUCqV0NDQkFynpaWFjIyMQu/fs2cPUlNTJSd0vywrKwtr167FokWLJOUrVqyAQqHAuXPnxPUS48aNw2+//YZRo0a997MxAgMDcfHiRVy/fl1cJK+vr48hQ4YgLCwMixcvxsKFC8WTy5s2bQobGxv4+/tj5cqVkrbWrl2LCxcuSMpu376NjRs34vz58+LicFtbW7i5ueHChQto0aIFZs6ciTFjxmDs2LHiPSIiIjBv3rxiR3OIiN4WRyCIiKhUFHUeRuXKlREfHy+5LjExUVwT8bI//vgDX331FSpUqFBk+0eOHEF6enqh7Wqjo6Ph6uoqWWw9bNgwACg0zed9cHZ2xqVLlyTbylasWBEAkJycjOzsbMlDvIaGBuzs7MQpTgXi4+PFxOdlFhYWCA0NlewsVdB+dnY24uLi8OjRo0KJQu3atQvdg4ioNDCBICKit/am8zBcXFwkB+sB+WdGvLrzUnJyMo4ePYrOnTsXe69t27ahXbt20NPTk5Tr6uqiZs2akjJtbW0A+Ws03jdDQ0M4ODhIyo4cOQJTU1NxTcvTp0/FOpVKhaioKFhaWkreM2LECLi4uGDw4MGScl1dXTRo0KBQ+5qammjcuLE4wvPyPQDgxo0bhe5BRFQamEAQEdFbe9N5GF26dMGhQ4fE+f7379/H/v374ebmJmnn0KFDEAQB7dq1K/I+OTk5OHjwYJGLxZ2dnREeHi4pK1gT4ezs/K4hllhMTAzWr1+PsWPHomHDhjAwMMD333+PFy9eQKVSYdKkSYiLi4OXl5f4nj/++ANnz57F6tWr39j+ixcv8Ntvv2HgwIEwNjaGhYUFbG1tMW3aNHG0Z9myZbhw4YLkHkREpYVrIIiI6K296TwMmUwGJycntGzZEh4eHjh27BhMTU0xdOhQSTuBgYFo1KgRdHR0irxPcHAwUlNT0axZs0J1vr6+cHR0xIgRI9C9e3dER0fjp59+Qu/evVG1atX3Endx8vLyMHDgQFhaWsLX1xcVKlTAqlWr0KdPH5ibm0OhUCAtLQ01a9aEu7s7ACAhIQG+vr5YuHChWv0dPXo0VCoV/Pz8AAAymQxr1qxBx44dUb16dVSoUAHJyckwMDBAv3793me4RPQfxREIIiJ6J687D0OhUOD48eMYMmQIIiIi4OrqivPnz8PAwEDSRsHOQcU5ceIEKlasiE8++aRQnYODA06ePImYmBh4eXlh4sSJ8Pb2xrJly0o91jeZM2cOgoKCsGnTJnEtR7du3RAbG4vVq1eLC6knT54sTm/y8fHB559/rtbDfkBAADZv3oxly5ahSpUqYnnz5s0RGxuLzZs3Y9y4cQCAsWPHwsjIqJQjJCICZIIgCGXdif+C5ORkGBoaIikpqdD/4/wQVkRd/OD3fNVw+yZlev+A5BVlen8A6GkwvKy7gLzn/5Tp/eXGVm++6D0rD9uofoi5+fRhnThxAm3btsWMGTPw/fffF3lN+/bt8c8//yAiIkJcuyCTyYpts3r16uJC6Js3b6Jx48bo27fva5Ojr7/+Grt27cLdu3ehr6//9gER0X9KSZ5VOYWJiOi/aPfusu4B4O1d1j0oNTdv3kSXLl3QsWNHTJgwochrrly5gqNHj+LAgQOSrW2L2inq008/xapVq8RRmUePHsHd3R0ODg5YsGBBsf2Ij4/HunXrMG/ePCYPRPTeMIEgIiJ6Bzk5OejSpQtkMhl8fX0RGhoq1llbW4tbrv74449wdXVFx44dJe9v2LBhke3a2tqKuzv17dsXjx49woIFCyQH0FlYWEh2tJo2bRqqV6+O4cPLfrSTiP69uAaCiIjoHVy/fh2RkZFITExEq1at4OzsLL4OHDgAIH9XqMDAQMyfP7/E7ScmJiIwMBBZWVno1KmTpP2XD6K7c+cO1q5di7lz50JTU7PU4lPXs2fP0LNnTxgYGEBLSwstW7aUnENhYWEBmUwmeS1fvlysDw8PR7NmzaCnpwcLCwt8++23yM7OLnSfa9euFXmOCADs2LEDn3zyCRQKBUxNTQudqUFEpYMjEERERO/g008/xZuWE7Zo0QIqlUrtNl9uz8TE5I3tA/kjFjk5OWrfo7R169YNUVFRmDJlChQKBX755Rd06dIFISEhePz4MR4+fIiDBw/CzMxMfE/16tUBAOnp6ejUqRPat2+PmTNnIjo6Gt999x3kcjnmzZsnXv/w4UN4e3sjPT290P1PnTqFHj16oGvXrvjxxx+xf/9+jBs3DrVq1So06kNE74YJBBER/WfNOFvWPQAmflHWPXh3gYGBuHjxIq5fvy6eyK2vr48hQ4bg3r17uHXrFvT19eHu7l7kovELFy7g6dOnWLRoETQ0NNC8eXPcv38fW7duFROIu3fvonXr1qhcuXKRfZg0aRK+/vprLF68GED+tC8bGxvs2LGDCQRRKWMCQURERO/E2dkZly5dEpMHAOLaj+zsbFy5cgVOTk7F7jhVcIr2yyMt2dnZ4oniQP5ZIMOHD8dnn30GV1fXQm2sWLFCcvK2hoYGjIyMipwGRUTvhmsgiIiI6J0YGhqKC74LHDlyBKamprCzs0NoaCj+/vtv1KhRAzo6OmjcuDH+/PNP8dqmTZsiNzcXU6ZMQUpKCoKDg7Fu3Tr06dNHvKZnz5748ccfi+1DnTp1YGhoKP784MEDXLt2DU2bNi3FSIkIYAJBREREpSwmJgbr16/H2LFjIZfLcenSJRgZGWHOnDnYu3cvzMzM4OHhgaioKACApaUlVq5ciVmzZsHAwEAcZXh5S1y5vGSPLFOnToWxsTH69+9fqrEREacwERERUSnKy8vDwIEDYWlpCV9fXwDAvn37YGdnJ55N0bp1a9jZ2WHVqlWYP38+/v77b4wZMwaDBg3Cl19+iZs3b2Lu3LkYOXLkW50oHhgYiLVr12LZsmU8D4PoPeAIBBEREZWaOXPmICgoCJs2bUKFChUAAI0aNZI8yCsUCjRp0gRXr14FAMyfPx9NmzbFmjVr0LVrV0ydOhVLly7F8uXLER0dXaL7P3nyBAMHDkT79u0xbNiwUotLHW/ayjYlJQUzZsxAt27dMGrUKERERBRqY/fu3ejfvz969+6NzZs3S+oSExMxbNgwVK5cGXp6eujevTvi4+OL7MvRo0fF0R+i0sYEgoiIiErFiRMnMHnyZMyYMUM8RTstLQ0nTpwodG1iYiIyMzMBANHR0bCxsZHU169fH0D+7kvqUqlU6NWrFwBg/fr1xS7afl+6deuGM2fOYMqUKZg7dy6uXbuGLl26AACysrLQvHlz7N27Fw4ODrhx4wYaN24sSSLmzJmDwYMHo1KlSjAxMcGgQYPw008/ibG1b98eFy5cwLp167B9+3ZERkbC1dW10La2GRkZGDlyJAYOHIjGjRt/uA+A/jM4hYmIiIje2c2bN9GlSxd07NhRsnbh3r17cHNzw61bt2BnZwcAuH//Ps6ePQsfHx8AQKVKlRASEiJp7+DBgwCAqlWrqt0HHx8fnDlzBqdPn4apqem7hlQib9rKdteuXcjMzMTVq1ehVCqhUqlQp04drF27FgsWLEB8fDymTJmCY8eOoUWLFgAAc3NzzJs3DzNmzMCff/6JS5cuITIyEvb29gCAWrVqwc7ODnv37hUTJwD45Zdf8OzZM8yaNeuDfgb038EEgoiIiN5JTk4OunTpAplMBl9fX4SGhop11tbWaN68OTw9PeHr64vs7GzMnz8furq6GDNmDADA09MT3bp1Q/v27fHpp58iOjoae/fuRYsWLcSRiDf5448/sHLlSowcORIKhUJMSJRKJerVq1fqMb/qTVvZOjs7o1mzZlAqlQDyt5k1MzNDVlYWgPwtbNeuXSsmD0D+6d2ZmZmQyWQICQlBtWrVxOQByD88UKFQSKZJ3bx5E/PmzcOvv/5a7JkZRO+KCQQRERG9k+vXryMyMhIA0KpVK0ldwXSbUaNG4bvvvoOWlha+/PJL/Prrr7CwsAAAdO3aFQEBAfj111/h7+8PuVwODw8PLFmyRO0+bN++HQCwZMkSyfuqV68uecB+XwwNDSXbyALSrWw/+eQTSd3Zs2dx/vx5TJ48GUD+SEvv3r3F+uTkZCxbtgydO3cGkJ9wJCUlIScnB5qamgCAW7duITc3V3L+RcGozvXr19GvXz+4u7ujR48epR8w/acxgSAiIqJ38umnn0oOgStKwQN+cXr06KHWg27Lli2LvNe+ffve+N4PqWArWz8/P8kWtNHR0fDx8cGpU6cwa9YsuLm5FXqvj48Pdu7cCVtbWyxduhQA0Lx5c0yaNAk//vgj5syZg7S0NIwaNQqamppwd3cHkD/t6/Tp01AqlYiJicGjR4+wadMmnD9/HosWLfowgdN/AhMIIiKi/7Dd2F3WXYA3vMu6C6WqqK1sCxgbG6NVq1a4d+8e1qxZgz59+qBKlSqSa5o1a4a4uDgcP34cBw8eRK9evfDFF1/gm2++wfz587Fy5UpkZmYiJycH/fr1Q6VKlQDkn8atUChw7tw5ODk5AQDGjRuH3377DaNGjUKtWrU+zAdA/3rchYmIiIioFBW1lW0BU1NT/PTTTwgPD0dWVhamTJlS6P29evXC/v37MXLkSIwYMQIZGRkAgIULF+LGjRtYtGgRWrRoAYVCIU6BAvJHN1xdXcXkAYC4lW1YWNj7CJX+o5hAEBEREZWSorayBYCEhAQkJSWJP+vp6cHV1VVcO5KZmYm4uDhJW1999RVSUlLw4MEDsczBwQFdu3ZFWFgYBg8eDFtbW7FOV1cXNWvWlLShra0NAOLibaLSwASCiIiIqBQUt5UtkL9Q/Mcff5SU3bp1S9y1KSAgAE5OTkhJSRHro6KioFQqYW5uLnnfihUrkJmZCT8/P0m5s7MzwsPDJWWnT5+GXC6Hs7PzO0ZH9D9cA0FERET0jt60le23336LTp06wcjICG3btsWBAwcQEhKC+fPnAwA6d+6MadOmwd3dHRMnTkRiYiImTpyIYcOGQU9PT2wrJSUFs2fPxoQJEwolFr6+vnB0dMSIESPQvXt3REdH46effkLv3r1LdJ4G0ZswgSAiIiJ6R2/aynbAgAHYuHEjZs6ciYULF6JevXo4evQoXFxcAAAGBgY4duwYxo4di27dusHY2BijR48WT6IuMH/+fGhqauK7774r1AcHBwecPHkSU6ZMgZeXFzQ1NeHt7Y0FCxa8n6DpP4sJBBEREdE7Umcr2z59+qBPnz7F1teqVQuHDh16bRt+fn6Fpi69zMXFBceOHXttG0TvimsgiIiIiKjUHT9+HDY2NpKyvLw8zJ49G7a2ttDW1kazZs0QHBwsuSY1NRWDBw+GiYkJbG1tsWPHDkl9YmIihg0bhsqVK0NPTw/du3dH/P+1d99xUVxbHMB/s0tHQekiRQQRAQUFCdgQa6Kxxh5DQONTY02MmthbLIkaY3mxJEaT2Etix2jU2AtKFCSKDXsFYenL7p73x74dWYquEdiwnO/nk897np3dvfcyc3fOzL13HjwosRy//fYbBEEovYoxvgPBGGOMMYa/9fw8jHqG9SyMK1euoF+/frC0tNSKjx07FqtXr8bChQvh6emJxYsXo1WrVjhz5gzq168PQH2n5s8//8S3334LlUqFqKgouLi4ICwsDEqlEu+88w6ys7Px448/QhAEfP7554iIiEBcXFyRZXOfP3+OoUOHllu9Cztw4ACGDBmCGzduaMWXLFmCRYsW4eHDh/Dy8sLMmTPRpUsX8fVjx45h8uTJOHPmDOzt7TFixAh89tlnJSZCXbt2RbVq1bBmzZoir8XExKBDhw44ffo0QkJCSqVefAeCMcYYY4yVmrNnz6Jp06bw8PDQij9//hxLly7FnDlzEB0djRYtWmDTpk1wcHDAkiVLAADnzp3Djh07sGLFCkRGRiIqKgqfffYZZs2aBQDYv38/zp49iy1btqBjx47o0KEDtm/fjqSkJPz2229FyjJq1ChkZ2eXeZ2Lo0milEqlVjwmJgaTJk3C1KlTsW/fPoSGhuK9994TV9C6cOECWrduDR8fHxw8eBCfffYZJk2apPXMj4I2bNhQ4pPYc3JyMGzYMERHR5da8gBwAsEYY4wxxkrR0aNHsWDBAnz88cda8fj4eMjlcrRr106MSaVS1KlTB8nJyQDUV+wtLCzQrVs3cZuuXbvi8OHDUCqViI2NhaurK3x8fMTXvby8YGRkJH6Gxt69e7F582bMnj279Cv5CiUlUQCwbt069O/fH5GRkQgPD8fKlSvh5OSEXbt2AQDmzp2LoKAgLF++HE2bNsXIkSMxduxYfPPNN8jPz9f6rKdPn2LkyJGwsrIqthwzZ85ESkoK5syZU6r14wSCMcYYY4yVmk8//RRRUVFF4lKpFADw7NkzMaZUKnHlyhW4uLgAAB48eAAfHx8YGxuL27i5uSEnJwf379+HVCpFenq61on01atXoVAoxM8AAJlMhsGDB2P69Onw8/Mr7Sq+UklJFKCuv0qlEv9NRFAoFOJD/2JjY9G2bVut99SrVw/Z2dl4+vSpVnzYsGHw9fVF165di3xPYmIi5s+fj+nTp8PBwaEUavVChUggUlJS0LdvX1hZWcHExAQtW7bUyjLPnj2L0NBQVK1aFe3atcPdu3e13v+qyTgA8PPPP8PLyws2NjYYMmQIcnNztV5PSkpC27ZtUbVqVYSGhiIhIaFM6soYY4wxVpFJJMWfXgYGBsLKygrjx49HWloalEolJk2ahHv37oknwDk5OahevbrW+8zNzQGor7a3aNECMpkMX3zxBZRKJWQyGYYPHw5jY2N06NBBfM+YMWPg4uJS7HK35aGkJAoA2rZti/Xr1+PYsWPIyMjA7NmzkZaWhp49ewJQJ1oFkyxAvUywiYkJ7O3txdj27duxd+9ecS5IYZrkJSEhAZGRkdi4cWMp1a6CJBC9evXC0aNHMWXKFHz11VeIj49Hjx49AADJyclo164dLC0tsXXrVtSsWRMdO3bUykz79++P7du3Y9GiRZg0aRKioqJw6tQp8fVff/0VkZGRePvtt7Fhwwb89ddf+OSTT8TXZTIZ2rRpgydPnmDTpk1o2bIl2rZti7S0tHJrA8YYY4yxiszS0hKrVq3CiRMn4OTkBGtra8ydOxe1a9cWT/5NTU3FOxUaJiYmANTJRfPmzTFy5EgsWLAA1atXh52dHQ4ePIi+ffvCzs4OAHDw4EGsW7cOa9asKfJZ5aWkJApQz8sIDQ1FixYtYGVlhSlTpmDz5s1wd3cHALRo0QJr167FyZMnAQBnzpzB0qVL0bFjR/HOTGpqKj7++GN89dVXqF27dpHv2L17t/gU8ps3b+L8+fPo27cvRo4cWSr1+9evwnTw4EGcOXMGCQkJ4uPeq1atio8++gi3bt3C119/DRMTE+zcuROWlpZo06YN6tSpg99++w09e/YUJ+Ns2rQJvXr1AgDcunULs2bNEtdanjhxIt555x0sXboUgHosnY+PD6ZNmwZHR0csX74cjx49wsmTJ+Hi4oIOHTrg1KlTWLVqFcaOHauXdmGMMcYYq2h69eqF8PBwHDhwQDwxnjx5MoyM1KekDg4OOHbsmNZ7UlNTAUBc0enbb7/F4MGDcfbsWaxbtw5HjhwRJxhnZmZi0KBBmDVrFurWrVuONdPdd999h/Pnz2P+/PlwdXXFunXr0LdvX+zevRsRERGYOXMmTp48iWbNmqFatWp4/vw5AGDEiBHiZ4wcORJ+fn4lrjC1YsUKGBkZ4fjx4wgODgagviuzcOFCDB8+HN7e3m9Uh3/9HYjGjRvj7NmzYvIAALa2tgAAuVyOgwcPokuXLuJOJZVK0alTJxw8eBDAqyfjPHjwAH///Tfef/998XVPT0/4+vri0KFDANRJTHh4uNbYuq5du4rfwRhjjDHGdOPo6Ij+/fvj+vXr8PX1xQcffCC+FhoaiqtXryIlJUWMnT9/HgDg7Owsxnx9fdGzZ0/ExcVh4MCB8PLyAqCeP5CcnIwxY8ZAEAQIgoCIiAgAgCAIJQ4rKi8KhQJTpkzBqlWrMGbMGPTq1Qu//fYb3nrrLUycOBGAup7x8fHYs2cPFixYAEtLS4SHh4v12LNnD3bu3InVq1eXuKxrUlISIiIixOQBAP7zn/8AAOLi4t64Hv/6OxDW1tawtrbWiu3btw/29vaoU6cOHjx4gAYNGmi97ubmJt5deNVknCdPngBAsZ9x7do18TPat29f4uuMMcYYY0x3Fy5cQExMDHbt2qU1zKh169aoUqUKFixYgNmzZ4OIsGTJEvj7+8PR0VHrM1asWIHc3FytJ3MHBwcXOUGOjY3FoEGDEBcXBxsbmzKt16s8e/YMz58/13rAniAIqF+/vtYcBSMjI7zzzjvYtGkTsrKytFZR2rJlCzIyMrQurmusXbsWhw8fhqWlZZGhTZpJ2qampm9cj399AlHYzZs3sWbNGkybNg0SiaTEyTaaWeqvmoyTk5MDAP/oMwrPhC8oLy8PeXl54r9lMhkAdeapUCgAqMfHSSQSqFQqrdn4mrhSqQQRvTIulUohCIL4uQXjgHqFA6hebA9NskrQJhEAojeLCwCEEuL/L0up1UmHuJGREYhIHS/4khSAqpg2KC4uQH2vrqS49leWHP///b5SrZPmKwUBUqm0yL5UXFylVEEi4MW+V6BOEkGARCJAqVKBCsYlAiRC0bhUor66o1C++E5NHACUKioSL1z20qiTuoy6H09KpRKCIIjxgiQSCQRBKDYOQOuzXxaXSqUgomLjKpVKaz8ojTq9LF7i8fT//y28q5YUN4L6ECgYF/DisFHpEJfgxeGkKlCeMun3dIgDRgARhEK1IkEKkApCoVoVH5eABAkE0q4tQQIIEgikRMHOo3BcU4Uy6fc0JX/J8fTqP1Qxce0qlRyXQr0zaFepyE6m+P8GZdXvATocT6pCVRLU/xWOSwX1z5xC+9CGVPM7R7rFjSTqn0oxrlCUab/3snhZ7XsFXy9cRs3D3zp06KD1vVKpFLNmzcLw4cORkJCA1NRUnDhxAtu2bRM/k4iQkZGBuXPnYuzYsXBychLjZmZm8Pf316qT5m6GJl7c71BZ7XuF28Da2hqCIODMmTPw9/cXz2UPHDgAZ2dnKBQK8e+kUCgwe/ZsdO/eHY0bNwYRQRAETJkyBcOHD9cq+9SpU0FEmDp1Kry8vBAUFISLFy9qlf3QoUOQSCTiZxWu0+uoUAmESqVCdHQ0XFxcMGrUKAAlT7bRJAavmoyjycL+yWdoXi/OnDlzMH369CLxuLg4cbiVvb09PD09cevWLa1kxMXFBS4uLkhKSkJ6eroYr127NhwcHJCQkKD13T4+PqhWrRri4uK0doYGDRrAxMQEsbGxqJaZJsbTnKtBolTB6rFMjJFEQLpzNRjlKVDlWaYYVxlLIHO0hkm2HBbPXzyIRWFmhEy7qjDLyIWZ7MWKVXJLE2RXt4RFWjZMsuRiPNdKnfWWZp0KCg4Ohlwux6VLl8SYVCpF48aNkZ6ejitXrsBUUU1dJ1MV8uvKIEkzgfG9F0+sVFVRIL92JqRPzWD02EyMK23kULhkw+iBBaSpJi/awDEXSsdcGN+uAknmi0Mp3yUbKhs5jK9bQZL3YpSg3CMTsEap1knD3NwcAQEBePbsGW7evCnGra2tUa9ePTx48AD37t37fwFzYFe9KmrXdEDyw2d49jxD3N7ZoTpcHGxw7c5jyDJf/L1rOdvDwcYKl2/cR27ei7+rt3sNVKtqgb+u3tbqRP29XGFibIQLf9/SqlOjeh7Iy8kp/Trh9Y4nlUoFd3d32NnZ4cqVK1qrrnl5ecHa2hrx8fFafydfX1+YmJjgr7/+0qpTYGAg5HI5EhMTteoUGBgImUyG69evi3EzMzP4+fkhNTVVa7W40qgT8JrHk0SCBioVTADEFprsF6xSQQ7gUoG4lAiNiZAO4EqBuDkRAojwDMDNAnFrItQjwgNBwL0CP0z2RPAkwi1BwNMC+3xZ9HtadSrheAIaw0yZDoecF/tevsQcDy0DUEXxDDa5L/a9XKk1nljUg7X8AazlL/5Omcb2SDXzRPW8W6iS/+LvlG7ignRTF9jnJMFM+aJOqWa1kWnsAKfsBBircqApaln0exovO55QDxAeCBDuvfg7kT2BPAnCLQHC0wJxFwK5EIQkAUL6i7iqtgpwAIQEAUJOgbiPCqgGCHECBGWBeAMVYAJIYtX7TCxiS7VO/+h4ShWQnveijLWrqeBgCSQ8FZCjeBH3sVWhmhkQ90iAkl7EGzioYCIFYh8WOp5qqCBXApeeFDieBEJjZ0J6HnAl5f/xjNgy7feA8v3NBdQL3cjl6t+MgnW6cOEC/vjjD8TGxhZbp48//hiCIGDlypUAgK+++kp8CJqmTt9//z2ICB9++CEAvLROV69eBaC+E1Hev7nJycligqT5O4WFhWH06NH4888/4ezsjJ07d+Lq1auYOHEiYmNjxb/T/PnzkZiYiEmTJiE2NlasU0pKSpHfJ01coVDgypUraNWqFX755RcMGjQIDRs2xJ07d7B8+XK0b98eNWvWRFpaWpE6FffMipIIVDAF/ZebM2cOJk+ejKNHj6JJkyYAgFq1amHEiBEYM2aMuN1XX32FdevW4eLFi5g2bRq2bduG+Ph48fUnT57A0dERFy5cQPXq1eHh4YHY2FgEBQWJ23To0AF16tTBt99+i5YtW6J+/friUxIBYPPmzRg0aJDWgVlQcXcgXF1dkZKSIj7sozyvHPyQVOBA0dMdiMH1QvV6NWRLxg8F3gC93IHoaz1Y/3cg0u7p9Q6EpLqb3u9AyOVyvd+BKDisUi9XF3fu1P8diM6dS7dOeP3jad4p/d+BGNekdOv0usfTDukOvd+B6IzOpVqnf3Q8Xd6u3zsQdTsb3B2Il5W9stRp7dq1mDlzJpKTk8V4eno6pk2bhr179+LevXtwdHTEoEGD8MUXX4h1UqlUqFevHjp06IAFCxa8sk7R0dFQqVRYvXq1GD937hymTp2KM2fOwNjYGF26dMHChQthbW1dbJ2ysrJgbW2N9PT0Eh9MJ7bLS1/9Fzl06BAmT56ML7/8UkweAPVkmxMnTmglEOfPnxcn2oSGhmL27NlISUkRJ18XnIxjb2+PGjVq4MSJE2ICQUS4cOECwsPDxc/4/ffftcpT8DuKY2pqWuwYMyMjI3GlAQ3Nzl9YSUuPlRQv/LlacUkxt6aKu1slCGUaL9U66RgXBEEdL/wVJS0h8LrxklaIKyFeqnUqpKR9qWBcJZVox4v5TmkJy8+VFDeSlhQvuhOUVPY3qZMu8YL7WMFO83X3ydeJa35MiitjadS11I6nYqPFx4US4przx9eKF1MeffQREARQcbUSJOqTfR3jJBRfWxKKL7smXrhI+ugjXvsP+Jr93qt2MqNCG+iljyihjy8pblRSvISRIMXFBaFAvEDdyqLf0yWu798nXeIVrU4DBw7EwIEDteK2trZYsmSJ1oXp4j6jpLm2xZVlzZo1RWJhYWFFzl9fVSddVYgEIjExET169MC7776LcePGab3Wo0cPvP/++4iPj0f9+vWRnJyMnTt3YtasWQB0m4zTvXt3LFu2DAMGDECVKlWwadMmPH78GG3atBG/Y968efj999/Rrl07pKenY+3ateIDPxhjjDHGKrq4uMxXb1TGGjasot8CHHv26m3KWnM7fZfglf71CUR+fj569OgBQRAwatQo8e4BAHh4eKBr164IDg5Gy5Yt0alTJ/z++++wt7fHoEGDAADGxsbiZJzLly8jNTUVx48fx6+//ip+zrhx47Bx40YEBwejcePG2Lx5M7p06SLekQgODkbPnj3RvXt3dOvWDadPn0Z2djY/A4IxxhhjjFU6//rnQCQkJODvv/9GamoqWrVqhcaNG4v/7dq1C0ZGRjhw4AA++ugjXLp0CRERETh58qTW2K2PP/4Y27ZtQ1paGgRBwM6dO8VHpgPqJVnPnz+PoKAgXL58GWPGjMGGDRu0yrF+/XpMnjwZf//9N3x9fXH69Gm4ubmVVzMwxhhjjDH2r/CvvwPRsGFDvGqet4WFBebNm4d58+aVuE23bt20HiZXmLu7O9atW1fi60ZGRhg/fjzGjx//6kIzxhhjjDFmoP71dyAYY4wxxhhj/x6cQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgkEY4wxxhhjTGecQDDGGGOMMcZ0xgnEa5o/fz5cXV3h4OCAyZMnQ6VS6btIjDHGGGOMlRtOIF7DokWLMG7cOHz00Uf48ccfsWHDBnz99df6LhZjjDHGGGPlxkjfBago5HI5pk+fjiFDhmDq1KkAAAsLC3Tr1g1jxoyBkRE3JWOMMcYYM3x8B0JHsbGxSEtLw/vvvy/GIiIiAADnzp3TV7EYY4wxxhgrV5xA6OjBgwcAgAYNGmjFXV1dce3aNX0UiTHGGGOMsXLH4250lJOTA6lUiqpVq2rFzc3N8fTp0yLb5+XlIS8vT/x3eno6ACA1NRUKhQIAIJFIIJFIoFKptCZja+JKpRJE9Mq4VCqFIAji5xaMA4BSqUSOLPPFC8L//5egTSIARG8WFwAIxcdlMlmp1kmXuJGREYgISqUS2Rk5Bd4AQFVMGxQXF6BOtUuKa39lyXEJIIOsVOskfqUgQCqVFtmXiour0tMhEQCJIIGKVFAVqJNEECARBChJBdIhLhUE9d+p0GICUkG9kymJisQlkvRSrxPweseTXC6HIAhivCCJRAJBEIqNAyiycEJJcalUCiIqNq5SqWBsbFyqdXpZvNjjKTsb0v//38K7aklxI6gPgYJxAS8OG5UOcQleHE6q1NTSrRNe/3jKzTICiCAUqhUJUoBUEArVqvi4BCRIIJB2bQkSQJBAICUKdh6F45pmKIt+Tyz5S46nbGn2K/5QxcS1q1RyXAr1zqBdpSI7WSpSS7VO/+h4kmVrV0lQ/6dUFaqSoP6ZUxRaQ0X6/99WJekWN5KofyrFeGpqmfZ7L4tr9j2ZLF2rjIKg7t+IVDrFJRJ1v1cwLgiAIEhBpNL6zpLiaWmKcjs3KjaemaYVNxLUdVIWOBAECJAKEqiIoCo2roKqwF4jgfDiN7eYuJJUoILxNKNyOzcSyy4IyMrKAgCt7ywJJxA6MjU1LXaeg4mJCXJycorE58yZg+nTpxeJe3h4lEn5KoJP9F2Af4GPuBUYY4XM1HcBGGOsgIyMDFhbW790G04gdOTg4IC8vDykpKTA1tZWjKempsLS0rLI9l988QU+/fRT8d8qlQqpqamwtbWFIAhFtv83k8lkcHV1xd27d2FlZaXv4ugNtwO3AcBtoMHtwG2gwe3AbQBwG2hU5HYgImRkZMDZ2fmV23ICoaOGDRvCxMQEJ06cQOfOnQGoM7SkpKRiG9rU1BSmpqZasWrVqpVHUcuMlZVVhTsYygK3A7cBwG2gwe3AbaDB7cBtAHAbaFTUdnjVnQcNnkStI2tra7Rt2xbz588Xx4wtW7YMRIRWrVrpuXSMMcYYY4yVD74D8RqmT5+OZs2aITQ0FB4eHti6dStGjhwJe3t7fReNMcYYY4yxcsF3IF5DUFAQzp49i5o1a+LmzZuYN28eFixYoO9ilTlTU1NMnTq1yJCsyobbgdsA4DbQ4HbgNtDgduA2ALgNNCpLOwiky1pNjDHGGGOMMQa+A8EYY4wxxhh7DZxAMMYYY4wxxnTGCQRjjDHGGGNMZ5xAMMYYY4wxxnTGCQRjjJUSXpOCMTW5XA6FQqHvYuidSqXSdxHYv4Ah/jZwAsHeiCEeFC+jVCohk8mgVCrFHwbNgwUrk+LaoTL/UCoUCmRnZ+Pu3bta8cp2fBTEda+8ZDIZ3NzcsHXrVn0XRW80vws5OTla8cq6b1TWegNAXl4ePv/8c5w5c0bfRSlVnECw15adnY358+cDAARBqDQdQ0ZGBjp06IB33nkHzZs3x7Bhw5CcnAypVKrvopWrktpBIqmc3UlGRgY6d+6M0NBQ+Pj4oE+fPjh69CgA9fFRWeTm5uLEiRPYvHkzrl+/juzsbH0XqVxV1n6xMJlMhqCgINStWxcRERH6Lo5eZGRkoHfv3mjXrh06d+6Mr7/+Gs+ePQNQufYNPibUzp07h6VLl+Lrr79GXFycvotTavhJ1Oy1PX78GOPGjUNubi4mTZokdgyGfLKkUCjQr18/yOVyzJgxA9evX8fx48cRGBiIbdu2oXXr1vouYrngdtCWm5uL8PBw2NvbY8iQIbC0tMTo0aNx+/Zt/PDDD/D19TX4YwNQnzC1aNECaWlpePLkCQBg5MiRGDZsGFxcXPRcuvJRGfvFwjIyMhAYGIh69eph5cqVcHR01HeRyp1CoUC3bt1AROjXrx+MjIwwdepUXLp0CT179kTnzp0rzb7Bx4RaWFgYvL29ceTIERgbG2PkyJEICwvTd7HeHDH2GlQqFT169IjMzc1JEAQaPXq01muGKjs7m3x8fGj69Ola8c8//5xMTExo7dq1pFAo9FS68sPtoC0mJob8/PwoKSlJjP31119kZmZWpI0MlVwupw4dOlDHjh0pNjaWnjx5QhMmTCCJRELffvstEZHB7xOVtV8sbPDgwSQIAqWnp4uxGzduUFxcHJ05c0aPJSs/9+/fp7p169KqVavE2I0bN6hPnz7UsWNHWrlypRg35H2Dj4kXVCoVtW/fnmrXrk2RkZHUq1cvgzgeKueYA/aPaa4gODg4YO7cuVizZg1GjRql9ZohkslkyM7OFofpyOVyAMCcOXMwZcoUDBw4EJs3bwZguHMBVCoVMjIyKn07FPTo0SOkpaXB2dkZgHq8c0BAAJo1a4Zly5bhypUrei5h2ZPJZLh79y4+/PBDBAUFwd7eHl9++SX69u2Lr776Cs+fPzf4YX6VtV8sbMCAAWjYsCGWLVsGANi1axciIiLQpk0bhIaGokePHjh06JCeS1m2jI2NkZaWhsePHwNQ94O1a9fG119/jZo1a2Lz5s1Ys2YNAMMe4ljZj4mCcwMFQUDr1q3RtGlTREZGIiMjA/Pnz8fFixcBANeuXauQv5ecQLDXQkSQSCQIDg5Gp06dsHr1aqxatcogO4bc3FxcunQJAODo6IjWrVtjyZIlSE1NhYmJCfLz8wEAEydOxOeff44BAwbgwoULkEgkBtMGBUkkEjg4OFT6diiodu3aePDgAQ4cOAAAMDc3BwBYW1sjKysLDx48AGC4EwhVKhWePHmCmzdvisNVMjIyAABNmzbFgwcPsH79egCG1waF61NZ+sXCcnJyxPH9vr6+6NatG+Li4rBkyRJ8+OGHiIyMxPr163Hw4EHExcVh7NixOHjwoJ5LXTaICObm5vDy8sKhQ4fw9OlTSCQSqFQquLi4YOrUqXB0dMSaNWsQGxur7+KWqcp0rlBQTk4OUlJSxItsmv91cXHB/v370axZMwwdOhRyuRwLFixA8+bNMWLEiIo5Z6zc73mwCiUvL4/i4uLo0qVL9Pz5cyIiSk9PpwMHDojb/Prrr2RhYUEjR44UYxX9FmV6ejq5uLjQnDlzKC8vj4iITpw4QT4+PtS1a1dKS0sjIvXwDc3/RkREUMuWLSknJ0dv5S5tmZmZdO3aNSJ6MQylMraDhkKhoPT0dMrPz6f8/HwiIurXrx+5urrS5s2b6fbt27RkyRIyMjIiIyMj6tWrFymVSj2Xuuw1bdqUmjdvrhWbNm0aCYJA/fv311Opyk5OTg5FR0fTxYsXxVhmZqbB94uFpaenk5eXF02dOlXcz69du0bNmjWjGjVqUP/+/cU+gojo6tWrVK1aNYPaJ3JycsT9QNMGMTExJJFIaMaMGeJ2mtdu375N9vb2WkN6DEFubi6dPHmSLl68KJ4rpKWlVapjouDxUFhSUhJ5eXnRjRs3iIjo6NGj5OrqShYWFlrD2ioSTiBYiWQyGTVr1ozc3d3JycmJmjZtSsnJyUREWidFSqWStm/fbjAdQ3p6Onl6elLLli3p8ePHYlyhUNDixYupUaNGNHDgQPGHMTc3l4iIZs6cSW5ubvTo0SO9lLss9OnTh9q3b09EL/7mmnZo2LBhpWkHIvXx0K5dO2rSpAmFhYXR0KFD6cGDB3Tt2jXq3r07CYJAFhYWZGpqSpMmTaJ+/fpRvXr19F3sUpeZmUkrV66k/Px8MbneunUr1alTh8LCwuj777+nkSNHkqWlJTVs2JCcnZ3p6tWrei516crMzCSJREKdOnWihIQEsa8r2OcZWr9YWHp6OtWqVYtat25NT548IaIXdTt79iwJgkBffPGFuH3B/sHCwoKSk5MrfHKtVCqpRYsWNHbsWCJS119Tp0WLFpFEIqHFixeL22sutEyfPp1q1qxJDx8+NIj9QSaTUVBQEFlaWpK1tTU1adKEbt26RUTa858M+Zgo7ngozNvbm3766SciIoqKiiJra2tq1qwZvf/++3TixInyLG6p4ASCFSs3N5eCg4Pp7bffpv3799OaNWsoPDycevToQTk5OaRSqUr8sfzkk0/0WPI3k5GRQbVr16b27dvTgwcPirwul8tp/vz5FBISQp07d9ZKMCZMmEDu7u5asYpMpVLR6NGjqWnTpkVeUyqVtHjxYnrrrbeoU6dOBt0ORET5+fn07rvvUsuWLengwYO0fPly6tevH9nY2NCxY8coJSWF9u/fTwsWLKDY2FgiUl9xsrS0pB07dui59KVr6tSp5OjoqBXLysqin376iRo1akQWFhZkZ2dHS5Ysoa1bt5KRkRHFxMToqbSlT6FQUF5eHvn7+5MgCBQREUGJiYnFbmso/WJhGRkZ5OLiQu+++26JFwr2799f7Enkp59+Sl5eXgYzsX7QoEHUunVrMZkuaO7cuSSRSGjy5Ml0//59MT548GDy9vYu9j0VTW5uLoWFhVGDBg1oxYoVNHv2bPLz86OwsDBKTU0tsr0hHhO6HA8KhYK6detGS5cupaFDh5KDgwNdvnyZYmJiqEWLFhQdHV3h7tpzAsGKlZiYSEFBQeLJEBHRjBkzyNfXt8T3KJVK2rFjBwmCQOPHjy+PYpa6KVOmkCAIdOfOHTF26dIl+vXXX2nDhg3ilYVNmzZRWFgYWVlZ0dChQ6lHjx7k7e1NnTt3pqysLH0Vv9QdOnSIqlSpQnfu3KFbt27Rr7/+SpMnT6aVK1eSTCajn376icLDww2+HUpafWrcuHFkampKa9eu1YorFAp69OgR+fv709y5c8uzqGXu8OHDVLNmTbpy5UqR13Jycig+Pp7u3bsnxtq3b0/R0dFaV2crMs2Fk0mTJtH7779PgYGB5OfnR4mJieJJceE7tBW9XyxIpVLR1KlTyc7Ojk6dOiXGExMTad++fRQTE0PPnj0T49nZ2fTw4UMiIrp8+TK1b9+eunfvTtnZ2QZx5fnrr78WE+rHjx/Tvn37aNq0aRQTE0PXrl2jLVu2UNWqVSk8PJxGjBhBI0aMID8/P+rduzdlZ2frufRv7urVq+Tk5EQ//vijGFu6dCk5ODjQ4cOHiajoHQZDOiZedTzs379fPG/45ptvSBAEqlGjBp0+fVrc9vfff9c656goOIFgxTpz5gxZWVmJ49+JiI4fP06BgYE0ZswYGjp0KB05ckS8JauhVCppz5499Pfff5d3kd+IpoPLz88nHx8f6tWrFxER7d69m2xsbKhmzZokCAI1bNiQvvnmGyJSnyxNnz6d3n77bWrevDmNGzdOHN9YUWVmZor1I1InT9WrV6eFCxdSdHQ0WVpakpWVFQmCQG+99RadP3+eMjIyaNq0aQbVDoU9fPiQ3NzcaObMmUREWlcOZ86cSVKplNavX09E2iePgwYNosaNG5NCoTCIkyUiouTkZDIzM6Pt27fTo0ePaO7cudSyZUvq2bMnbdy4kTIyMojoxXCN8ePHU506dfRZ5DIxc+ZMcd5HUFAQBQQEaI1vLqii9osliYmJobfeektcpnfLli3k4uJCtra2ZGdnR7Vq1RLbICYmhry8vKht27YUGBhINjY2lJCQoM/ilwrN8Xz16lVydnamhQsXUp8+fahKlSpUpUoVkkgk1LlzZ0pKSqJr167R6NGjqX79+hQUFEQDBgwwmD5SM1yt4AUFlUpFHh4eNHjw4BLfZ0jHxO+//17i8WBvb0/u7u50/PhxOnXqFPXt25fOnTtHRBV/6BYnEKxEXbp0oYCAADpx4gRduHCBAgICyMnJiQIDAykkJIQEQaBly5YREVXoK4vZ2dk0d+5ciouLIyKiI0eOUGBgIA0fPpxcXV1pxowZdOXKFbp+/TpFRkZSrVq1aM6cOeL7NVfaK3IbEKnHcPr5+ZGxsTHt3btXjDdv3pycnZ2pYcOG9N1331FWVhYdOHCA6tevT8HBweJ2mZmZRFTx20FDJpPRsGHDxBPiDz/8kBwcHCglJYWISCt5njRpEpmZmdH58+eJ6MWQjZiYGLp+/Xo5l7zsKJVKys/Pp/DwcOrcuTP179+fnJ2dqUmTJlSnTh2ytbWlSZMmifsCEdHJkyfJx8eHHj9+XOF/MIle/G0vXrxIXl5epFKpKDc3lxo2bEhBQUHUsWNHcnd3p9TUVIOor0ZOTo7YRxKpr7zb2NjQmjVryNPTkyZMmEBnz56lQ4cOUbdu3cjS0pKOHj1KT548oW+++YY++OAD+uKLL4q9c1WRaRbc8PPzo0aNGtE333xDaWlptHz5cnJycqK+fftSXl4eKZVKcd8xlOFbROr6N27cmHbt2qVVx6ioKHH4qyHVV6NwnV52PHTp0oWsrKzEZz8YSr/ACQQjIvXB8PjxYzpz5ox4uy0+Pp7atGlDpqam5OjoSK6urnTq1CnKzs6mnJwcGjBgAFWtWrXCT5D8/fffSSKR0LBhwygpKYny8/Np0qRJVLt2bWrZsqXWmMbk5GSKiIigwMBArdv0FV16ejq5u7tTeHg4BQUFad1WHjBgAAmCQCNGjBBjCoWCTpw4Qba2tuJVF0NJHIjU7eHt7U2CINDw4cOJqHKuPpWRkUHff/+91ko6RERjxowhY2NjqlOnjvjALIVCQf369SM3NzetlVeePXsmDmGpaAr2i4WP94cPH1L16tVp27ZtYszW1pZMTExo48aN5V3UMlXcqnRERNHR0SSRSOi9997Tap/bt2/TW2+9Rf7+/lrJZEVWcEU6zQmgps/74IMPSBAErYnBRESrV68mIyOjInekKvIJZMF2IFK3wYkTJ4qMRli+fDlZWVlpzYWryPUuSC6X09tvv6117BO9/HgICQkhPz8/8YKUIeDnQDDk5eVh4sSJ6NKlC0JDQ9G9e3f8+OOP8Pf3x4EDBxAXF4dWrVqhc+fOCA0Nhbm5OczMzNC7d29kZmbijz/+0HcV3khoaCjc3d2xbds2LFu2DPfu3cPgwYORm5sLb29vcX37/Px8uLu7Y8yYMbh48SKSk5P1W/BSIpPJEBAQAC8vLxw4cACjRo3CkSNHxAch9erVC6ampuJ61gAglUpRv3592NnZidsVfL0i07SHq6srJkyYIP6dQ0JC8PHHH+POnTsYM2YM0tPTYWxsjLy8PBgbG6NVq1a4efMm0tPT9VuBUiKTyeDh4YEDBw7AxMQEwItnHzRs2BAKhQKenp746KOPAKj3iXXr1sHa2ho//PCDuL2trS2cnJz0U4k3ULhf7NatG1atWiW+bm9vj4CAACgUCgBAdHQ0JBIJatWqhfnz5yMhIUFfRS9VMpkMjRo1gpeXFwYMGAATExPxoVeffPIJvL294eTkBFtbW/E9bm5u6NKlC+7cuYN79+7pq+il6qOPPsLw4cO1Ypo+r0mTJgAADw8PAEBmZiYA9T5Ro0aNIs+9qMgPkCvYDkqlEhKJBE2aNIGxsTGAF31EjRo1oFQqxYeNZmdnY/z48Th+/Lh+Cl6Knj59isTERAwfPlx8BhAAjBo1qsTjoWvXrrh37x7u37+vjyKXCcP4xWdvZP369UhISECvXr3w559/wtbWFr/88guePn0KAKhXrx6qVauGp0+faj34JSkpCQBgaWmpl3KXFktLS7i4uMDMzAwXL17E119/DQsLCxw/fhyTJ08Wt9N0kLdv34ajoyNq1aqlpxKXnoyMDHh6esLHxwfr16+HsbExvL29cfv2bfEhaN7e3nBzc8Pu3btx8uRJ8b3Z2dkwNzeHkZERAMN4UFjBZGrXrl3o3bs3jh49ikOHDsHIyAhDhw5Fnz59kJiYiMjISDx58gSmpqYA1A8QEgShQp8caMhkMgQGBqJRo0ZYtGiR+IA8Td3effdduLq6QiaTie/RPFAwODhYTCorclsU7hdtbGywadMm8aFpUqkU/v7+OHz4MCIjI7Fr1y4cP34cV69exbNnz/Dxxx+LJ08VVWZmJho2bAgvLy+sX78eDg4OAF6cOPv6+uK7777DlClTAKhPKDWMjIxgZ2cHOzu78i94KSMiODk5iYlB4f26Z8+eqFevHv773/8iLS0NVapUgUqlws2bNyGVSitkAl2cwu1Q3BPmNcll3bp1YWxsjKtXryIvLw+fffYZ5s+fD2tr63Itc1lwdnZGWFgYHj16hIEDB2Lr1q0AAD8/PyxevBjTpk0DAPHiAqA+HmxtbQ3ieBDp8e4H+5cYOnQo9e/fXxzTd+7cOTIzM6MLFy6I22zYsIHCwsLoq6++ooyMDPrtt98oICCA3Nzc6Pbt2/oq+hvT3IIeM2YMffbZZ7Rv3z5q1KgRDR06VHzmxbVr18TlCOPj46lz587UtGnTIsM6KqL169cXu/Tce++9R++99564SsiRI0fIwsKC3n33Xfr555/p8OHDNGjQILKxsaGkpCR9FL3UZWRkUM2aNaldu3bieH25XE6dOnXSmvOSn59Pa9asoebNmxvk6lPZ2dnk4eFB77zzjtY69YWXbh4/fjwJgqC1ylRGRgZFRERQ7969K/y4Z136xeXLl5MgCOTt7U1nz57Ver8hTJKdN29eiavSbdy4UWtp0oyMDLp79y7J5XK6du0atW7dmtq0aVPhjwfNPl/cinTTpk2jRYsWUWZmJv33v/8lLy8vatmyJV2/fp2OHj1KI0aMIAcHB4OaB1VSO3zzzTdawzdv3bpF5ubmtGLFCho/fjyZm5trzaGpqDTnDJ988gk1aNBAfO7Rli1bimx3+/ZtgzseCuIEohLTPEm3Y8eOFBUVJcYzMzMpKCiIBg8eTEuXLhXHM48bN458fHzIzMyMatasSR4eHgaxmgYR0ffff08eHh5ERPTTTz9RaGgojR07liIiIsjDw4OMjY3Jz8+PPD09yc7Oji5duqTnEpeO/Px8rU5f0zn+8MMP1LhxY63xq0ePHqV27dqRs7Mz+fr6UrNmzbSexFvRxcXFUWRkZJHx+jNmzCBXV1etjl+lUlFqairNmjXL4FafSkxMJEEQaN68eWLs0KFDNG7cOOrevTutXbuWbt++TSkpKfTBBx9QjRo1aOjQobRw4UKKjIwkGxsbunz5sh5r8M8VHMfdqVMnio6OFv9duF/8448/SKFQUGRkpNYYd02/WpFlZmbSihUrSC6XU0BAAPXs2ZOIiq5KFxQURLNnzyYior1791JISAj5+PhQSEgIVa9eneLj4/VZjTdSeLx+fHx8iSvShYaG0rlz52jjxo3UpEkTkkgk5OvrS40bN6a//vpLTzUoPQXnt71sZb4GDRqIScLDhw+pdu3aZGlpSVWqVNFaEr4iKjzHb//+/dSgQQM6d+4cffLJJ+Ti4kK7d+8mIqJdu3bRqlWrqGnTpgZzPBSHE4hKSNMxaq4qLVu2jCZNmkQymYyIiGbNmkWCIFC9evXI3d2d3Nzc6KuvviIion379tGsWbPEkwhDcfz4cXJ1dRVPmHfv3k329vZkaWlJMTExdP78eZo7dy4tXrzYoK4mlSQ7O5vc3Nxo1KhRWvG0tDS6c+cO3blzh9LT0/VTuFKWl5dH9+/fL1IfzZXnp0+fUkhICC1fvpyIiv6QGMoqXEQv6rBq1SqysLCgK1eu0J9//klmZmYUFhZGgYGBVLNmTQoPDxeX8F2+fDn5+vpSkyZNqE+fPhU2eUhPTycbGxvaunUrEanXsp84caI46bFwv+jq6krz58/XZ5HLhGY1NkEQ6PDhw3TkyBEKCAgocVW62rVr08KFC0mhUNB///tfmjBhAs2ePbtC35nUrMxX+AJZSSvS+fv7az1w8/jx45ScnFzhF9rQnCsUvNNERNSsWbNi2yEgIIAaNWokbte2bVuysLCo0CfOOTk5xf7WnT17Vlzq/v79+zR+/Hhyd3en0NBQat68Od24cYOWLFliEMdDSTiBqGRyc3Ppyy+/pJYtW5KdnR199tlndPnyZbp+/bo4ROGvv/6i7du3k1KppIcPH9KoUaOofv364jAeQ1WnTh3as2cPEalXU7CysiJfX18aOXKkQVxZ1pXmxHn58uUUFBQkrlltiGQyGTVr1ozs7e3JysqKPv/8c3GVGc2Pp1wup759+1Lbtm3F9xUezlPRFXwOikqlovT0dBoyZAi1bNmSPD09afbs2eLJ0LZt2ygsLIxCQ0PFixCa91fUJ+ump6eTl5cXhYeHi8P5nj59qrXqTnH9YkBAgEEtS1pwNbZGjRrRhAkTiEi9TLFmeE5xq9L5+flRbm6uvopd6gquzFfwKePR0dElrkhXvXp1Wrx4MREZxmpDBc8V7O3tadiwYeIFtqioqJeuzKdph927d1fo8wa5XE5t27alFStWEFHRv2tISAht376diIieP39Ofn5+ZGRkRDNmzCj3suoDT6KuZBYtWoTTp0/Dz88PkydPxnfffYcVK1bA09NTnBgWEBCArl27QiKRwMnJCSNHjkRiYiIuXLig59KXDZVKBZVKBScnJzx9+hTDhw/Hnj17cO7cOcyYMQP79u3DihUrkJeXZxAThV9FMzGuWbNmSEtLw549ewC8mBxnKHJzcxEeHo709HQMGDAAAwYMwPz58zF16lQA6omSKpUKxsbGmDVrFk6dOoWlS5eKr1XkCcIFKRQKdOvWDWfOnBEnxFtZWaF79+7IzMxEdnY22rRpI64q0r17dwwYMACxsbG4fPkygBeTSjULDVQkGRkZCAgIgLe3N9avXy+uumZnZwcvLy8A6smjDRo0KNIvJiQkIDExUZ/FLzWFV2MbPXo0Dh48iNzcXPTt2xdZWVmoW7dusavSJSYmIj4+XuwfK3o/qVmZb/v27Vi1ahX++usvAEDv3r1hYmKiNXlYsyKdg4MDHj16BKBiLx6gUfhcYe3ateJk+T59+sDExKTElfk0C3B07NixQi82YmxsjPv37+PSpUsAiv5dq1SpgmPHjgFQr8D06NEj9O7dG2vWrMHGjRvLvbzlTr/5CytPSqWSOnToQNOmTRNjP/zwAzk7O9Pz589LfN/NmzcpKCiITp48WQ6l1J/p06eTIAhUs2ZNrcfMb9u2jW7evKnHkunPkiVLSCKRFFnH3BDs27ePqlevTjt27CAi9dWmadOmUdWqVbXuuiiVSlIqlTRq1Chq06ZNhR2iU5K8vDyqW7cu+fn5FZnk+MUXX1D37t3Ff2vmCCgUCjIxMRHHv1dUKpWKBg4cSEZGRlrDTW7dukVXrlzRmjCt2V7DkPpFmUxGdnZ29Pbbb4tXmU+fPk2Ojo7i2PWEhIRih60uW7aMnJycKvxwnYKUSiU1b96catWqRRERETR8+HC6evUqPXr0iLy9vcnd3Z3+/PNPcftHjx5RYGAgTZkyhYgq/h2I4s4VVq9eTc7OzpSRkUH3798nb29v8vT0pGPHjonbGFI7aO7Ef/bZZ9SiRQsiInrw4AFdvnyZtmzZQomJiTRv3jyaOHEi9e3bl+zt7enChQt09+5dGjp0KPn7+5NMJqvQbfAqnEBUInK5nPz9/Wnt2rVi7Pjx49S4cWPavn07HT58WJwHERsbS7/99hsdPnyYPvroI6pVq1aRcZCG5u+//6Z27doZzGPmS0NaWhqFhITQ22+/TXl5eQbVJr/++ivZ2dlpTY4+deoUWVtb07p164psf+DAAXJycqKZM2eWZzHLRUREBLm5uZGXl5dW8kykHspDpH08HDp0iJycnCgmJqZcy1naVCoVbdu2jcLDw2nlypVERLRjxw7xqdpmZmYUHR0tjoU/d+4c7dixw+D6xZetxta9e3dxNTYi9TAnzdAuQ1uVjqj4lfmCgoJo6NChlJGRQTdu3CALCwt6//336eeff6ZDhw4Z3Ip0JZ0rBAcH09atWykxMZF27txJFhYW1K1bN/rpp58McmU+IqItW7aQlZUV7d69m/r370+mpqYkCII4P1QQBPL09NS6kHD79m2tBUgMFScQlUhubi41b95cnAxKRDRy5EgSBIEcHBzIwsKCWrVqRTExMdSqVSuytrYmNzc3ql+/vkGsJKGLgj+UTG3Dhg0GOQckLi6OjI2Ni6yo1axZM+rRowcRFZ0YPWrUKKpRo4bBPF2XSL3Pe3l50YQJE2j48OHk5eUlLkmqSRqysrLoxx9/pBs3btCuXbuoR48e5OnpSffu3dNn0UtFamoqDRkyhCIjI+mXX36hqlWr0ueff06bNm2iLVu2ULVq1SgsLIwOHz5MrVu3JisrK4PrF1+1GtuTJ0+ISL0/nDlzhoyNjal+/foGtypdQYVX5nvrrbfo008/pT59+pCNjQ21bNmSHB0dDXJFupedK9jZ2ZGpqSl9+OGHNH/+fGrXrh05OTkZZDsQqZNkW1tbatGiBTVs2JDmzp1LiYmJ9J///Ifq169PHh4eBj1P8GU4gahkrl27Jp4cpKSk0PLly2nlypV07do1OnPmDDk4ONDQoUMpLS2NkpOT6fLly5SSkqLnUjN9MKS7DcWRy+V0+PBhcfKn5qSpX79+FBoaqrWt5nZ2amoq3b17t3wLWsaUSiVNnDiRzp07R5cvX6bIyEjy8vKiM2fOiK9rnu9gYmJCNWvWpDp16hjMyTORul/08vIiOzs7+s9//qO16srly5fJ3Nycpk+fTllZWZScnEyJiYmVol8saTW2PXv20Lx582jp0qUGuypdcSvz2dnZkYWFBe3bt49UKhXdvXuXbt++bTAr0hX0snOFU6dOkZ2dHQ0ZMoRyc3MNbmW+wkJDQ0kQBK3J0SkpKTRixAjy9/ev0BPF3wQnEJVcdna21rrl+/fvJ1NT0wq97Bpj/0TB1adq1apFz549I5VKRVlZWbRy5coKv475yxR89kVCQgJFRUVpJREap0+fpoSEhCJDXQzB0aNHSRAErXHfmuRy2LBh5OTkZBB3XHRVeDW2wnelKoOSVuYbPXq0Qd51eZnKeK6gWW1v8ODBJAiCOLRVc7fu7t27JAgCbd68WZ/F1BtehamSMzc3F1deAdQra3h4eMDBwUGPpWKs/GlWVnF2dsb9+/eRlpYGlUqFTz75BIMHD4aNjY2eS1h2nJycxP/v5+eHsWPHolmzZnj//fdx9uxZ8bWQkBD4+fmJK/EYkiZNmmD79u0YOHAgAECpVMLU1BQAIJfLYW9vjxo1auiziOWq8Gpse/fuBWB4q7EV51Ur8+3duxe//PIL8vLy9F3UclMZzxU0q+1FRUXB1NQUhw4dAgCYmZkBAFJSUuDi4oKqVavqs5h6Y/TqTZihS0pKgru7O5KTkxETEwMrK6sKuRwjY6WhRo0aEAQBjx8/xuLFi7F+/XrExsbCw8ND30UrN76+vhg7diwAICoqCt9//z2aNGliEMtTlkQqlaJr164A1Ev8ZmZmws7ODomJibh+/ToCAwOhUChgbGxs0O1QmJ+fH0aPHo1Ro0ahVatWaN68ub6LVOY0y5O2adMG0dHRcHZ2xs6dO+Ht7Q1vb28IgoCGDRuKCWZlUVnPFRo3boxx48bhyy+/hIeHBwYPHozU1FSsXLkS+fn58PPz03cR9UIgquALNrM3cvfuXdStWxfVqlWDmZkZlEoldu7ciYCAAH0XjTG9ePjwIXx9feHg4IA7d+7gxIkTaNSokb6LpRd///03Jk+ejFu3buHEiRMwNTU1+JNnIsKePXswZ84c2Nra4tmzZ7h69SqOHTsGX19ffRdPL9LT09GuXTvY2Nhgx44dlSaJunLlCkaNGoUvv/wSwcHBIKJKUe/iVPZzhczMTKxcuRITJkyAg4MDrKysoFKpsGHDhkrTBoVxAsFw4cIFXLlyBRYWFggKCoKrq6u+i8SY3qSkpIhDeuLi4uDv76/nEunX1atXUbVqVTg7O+u7KOXmzp07+Omnn3D27Fl4eHhgyJAhqFevnr6LpVcbN25ESEgIateure+ilKucnByYm5vruxj/CnyuoL4LEx8fDzs7O3h7e1eqYY2FcQLBGGOFbN26Ff7+/vDx8dF3UfSmMl9t1VCpVAb11PF/gvcDxlhxOIFgjDHGGGOM6YxXYWKMMcYYY4zpjBMIxhhjjDHGmM44gWCMMcYYY4zpjBMIxhhjjDHGmM44gWCMMcYYY4zpjBMIxhhj5W7SpElYvXr1P35/fn4+rl27VoolYowxpitOIBhjjJWZrKws5OfnF4nXqFEDn376KZ4/f64VVyqVyMrKQnZ29ks/d8KECWjTpk2xn80YY6xscQLBGGOszHTs2BEmJibiA9k0/w0fPhzp6emwsbHRihsZGaFKlSoYN27cSz932LBhuHv3LrZu3apTOdasWQNBEJCWlqYVj4qKgiAIkEgkcHBwwHvvvYf4+Ph/Wl3GGKsUjPRdAMYYY4Zrx44dkEqlkEql+OOPP/D555/jt99+g4uLCwD1k47ffvtt9OrVCwMHDoRCoYBcLoexsbH4GXK5HDdv3izy2RMmTICNjQ2uXLmiFa9atSpq1qypcxm9vb3x888/IykpCTNmzECTJk1w8uRJ1K9f/x/WmjHGDBsnEIwxxsqMtbW1+P/feecdbN26FZMnT8aGDRsAAIcOHcLZs2fx448/wszMrNjPuHHjBnx9fXX+zp49e2Lz5s06b29ubo6QkBCEhISgVatW8Pb2xqRJk7Bjxw6dP4MxxioTTiAYY4yVqcjISOzduxeAeo6DRCKBnZ0dACAnJwcKhQIhISHi9osXL0a/fv3Ef2vuRty6dQu1atV66XcFBgbCxMTkH5fV2dkZnTp1wvbt25Gfn691J4Qxxpgaz4FgjDFWpuRyOXr06IFnz57h+fPnuH//Pp49e4Znz57h4cOHyMvLE/9tZFT0ulZxsZeRSqVvVN6AgIASh00xxhjjOxCMMcbKWOEEYPDgwbCwsMB3332HqKgoKBQKbNiwAZaWlgAAiUT72pYmIcjOzkZmZuZLv0ulUkEQhDcqr42NDQAUWSGKMcaYGicQjDHGys3atWvxyy+/iPMLJk6ciM6dO6NVq1b4/fffi31PXl4eAMDPz0+n7wgMDHyjMmoSECJ6o89hjDFDxQkEY4yxcrF7924MGjQIU6ZMwbvvvgsACAoKwsmTJxEeHo4FCxYU+76UlBQAwKlTp8TVm0rSt29fKBSKNyqn5s6D5k4EY4wxbZxAMMYYKxdZWVkYN24cZs2ahdmzZ0MQBBAR5HI54uPj4ePjg5UrVxZ534MHD2BiYoLg4OBXzocYNmwYTE1N36ic8fHxMDU1haen5xt9DmOMGSqeRM0YY6xc9O7dG7NmzYKZmRn++OMP5Obm4s8//wSgfhZDScnBqVOnUL9+fZ0mU/fp0wfdunX7x2V8/Pgxdu7ciS5durz25G3GGKssuHdkjDFWrnJzc9G6dWvxDoQmVtzyqyqVClu3bsWHH35YZuXJycnB2bNncf36dcycORMmJiaYO3dumX0fY4xVdJxAMMYYK1f5+fnFxolInDCtsXr1aty/fx+DBw8us/IkJSUhNDQUDg4OaN++PaZPn/7K500wxlhlxkOYGGOMlamSEoaCpk6diuDgYKSlpYnLuV6+fBmffvopoqKi4OTk9EZliIqKAhGhWrVqWvE1a9aAiKBSqfDo0SOsXbuWkwfGGHsFTiAYY4yVKblc/sptrKyskJCQgP79+6NNmzYAgHv37qFu3bqYNWtWWReRMcbYaxCIF7pmjDGmZzKZDMbGxjA3N9d3URhjjL0CJxCMMcYYY4wxnfEQJsYYY4wxxpjOOIFgjDHGGGOM6YwTCMYYY4wxxpjOOIFgjDHGGGOM6YwTCMYYY4wxxpjOOIFgjDHGGGOM6YwTCMYYY4wxxpjOOIFgjDHGGGOM6YwTCMYYY4wxxpjO/gd6bna3mL6AOAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#提取商户投放优惠券数据\n",
    "coupon_data=data1.loc[data1['coupon_id'].notnull(),['merchant_id','coupon_id']]\n",
    "merchant_count=coupon_data['merchant_id'].value_counts()\n",
    "print('参与投放优惠券商户总数为：', merchant_count.shape[0])\n",
    "print('商户最多投放优惠券{max_count}张\\n商户最少投放优惠券{min_count}张'.format(max_count=merchant_count.max(), min_count=merchant_count.min()))\n",
    "# 定义颜色列表\n",
    "colors = ['#7fcdbb', '#90ee7e', '#fdeada', '#f7f7f7', '#ff9999', '#66b3ff', '#99ff99', '#ffcc99', '#c2c2f0', '#ffb3e6']\n",
    "# 绘制柱形图分析商户投放优惠券的数量\n",
    "fig = plt.figure(figsize=(8, 5))  # 设置画布大小\n",
    "plt.rc('font', size=12)\n",
    "# 确保颜色列表长度与数据点数量相匹配\n",
    "num_colors = min(len(colors), len(merchant_count[:10]))\n",
    "plt.bar(x=range(len(merchant_count[:10])), height=merchant_count[:10], width=0.5,\n",
    "        alpha=0.8, color=colors[:num_colors])\n",
    "# 给柱形图添加数据标注\n",
    "for x, y in enumerate(merchant_count[:10]):\n",
    "    plt.text(x, y + 500, '%s' % y)\n",
    "plt.xticks(range(len(merchant_count[:10])), merchant_count[:10].index)\n",
    "plt.xlabel('商户ID')\n",
    "plt.ylabel('投放优惠券数量')\n",
    "plt.title('投放优惠券数量前十名的商户ID')\n",
    "# 美化图形的颜色和样式\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.tick_params(axis='x', rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a59cbb23",
   "metadata": {},
   "source": [
    "### 3.5绘制饼图分析用户到门店的距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "48483ca8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据形状： (766650, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#提取用户消费次数数据\n",
    "date_distance=data1.loc[data1['date'].notnull()&data1['distance'].notnull(),['user_id','distance','date']]\n",
    "print('数据形状：',date_distance.shape)\n",
    "# 统计用户消费次数\n",
    "dis_count = date_distance['distance'].value_counts()\n",
    "# 定义颜色列表\n",
    "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99','#c2c2f0','#ffb3e6', '#c4e17f', '#76d7c4', '#f7c6c7', '#f7b7b7']\n",
    "# 绘制用户到门店的距离比例饼图\n",
    "fig = plt.figure(figsize=(10, 10))  # 设置画布大小\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'  # 设置中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rc('font', size=15)\n",
    "# 确保颜色列表长度与数据点数量相匹配\n",
    "num_colors = min(len(colors), len(dis_count))\n",
    "plt.pie(x=dis_count, labels=dis_count.index, labeldistance=1.2,\n",
    "        pctdistance=1.4, autopct='%1.1f%%', colors=colors[:num_colors])\n",
    "plt.title('用户到门店的距离比例', fontdict={'weight': 'normal', 'size': 25})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b471fc6",
   "metadata": {},
   "source": [
    "### 3.6绘制饼图分析用户持券与未持券到门店消费的距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bae13ccc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据形状： (65048, 4)\n",
      "数据形状： (701602, 4)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#提取持券消费的用户到店铺的距离数据\n",
    "cop_distance=data1.loc[data1['date'].notnull()&data1[\n",
    "    'distance'].notnull()&data1['coupon_id'].notnull(),\n",
    "                      ['user_id','distance','date','discount_rate']]\n",
    "print('数据形状：', cop_distance.shape)\n",
    "#提取未持券直接消费的用户到店铺的距离数据\n",
    "nocop_distance=data1.loc[data1['date'].notnull()&data1[\n",
    "    'distance'].notnull()&data1['coupon_id'].isnull(),\n",
    "                      ['user_id','distance','date','discount_rate']]\n",
    "print('数据形状：', nocop_distance.shape)\n",
    "\n",
    "# 统计持券和未持券消费用户到店铺的距离数据\n",
    "cop_count = cop_distance['distance'].value_counts()\n",
    "nocop_count = nocop_distance['distance'].value_counts()\n",
    "\n",
    "# 定义颜色列表\n",
    "colors_cop = ['#7fcdbb', '#90ee7e', '#fdeada', '#f7f7f7', '#ff9999', '#66b3ff', '#99ff99', '#ffcc99', '#c2c2f0', '#ffb3e6']\n",
    "colors_nocop = ['#b3cde3', '#ccebc5', '#decbe4', '#fed9a6', '#ffaaaa', '#c6e4f3', '#e5d9bd', '#f5c7b0', '#e1a9da', '#b4a7d6']\n",
    "\n",
    "# 绘制持券消费的用户到门店的距离比例饼图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'  # 设置中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rc('font', size=15)\n",
    "\n",
    "# 确保颜色列表长度与数据点数量相匹配\n",
    "num_colors_cop = min(len(colors_cop), len(cop_count))\n",
    "plt.pie(x=cop_count, labels=cop_count.index, pctdistance=1.45,\n",
    "        labeldistance=1.3, textprops=dict(fontsize=8), autopct='%1.1f%%', colors=colors_cop[:num_colors_cop])\n",
    "plt.title('持券消费的用户到门店的距离比例', fontdict={'weight': 'normal', 'size': 17})\n",
    "\n",
    "# 绘制未持券直接消费的用户到门店的距离比例\n",
    "plt.subplot(1, 2, 2)\n",
    "num_colors_nocop = min(len(colors_nocop), len(nocop_count))\n",
    "plt.pie(x=nocop_count, labels=nocop_count.index, pctdistance=1.45,\n",
    "        labeldistance=1.3, textprops=dict(fontsize=8), autopct='%1.1f%%', colors=colors_nocop[:num_colors_nocop])\n",
    "plt.title('未持券直接消费的用户到门店的距离比例', fontdict={'weight': 'normal', 'size': 17})\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "412ee67c",
   "metadata": {},
   "source": [
    "### 3.7优惠券领取日期分布（直方图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a5f6a933",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data1['date_received'], kde=False)\n",
    "plt.title('优惠券领取日期')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('数量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2b38ff8",
   "metadata": {},
   "source": [
    "### 3.8优惠券使用日期分布（直方图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "dd81c374",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data1['date'], kde=False)\n",
    "plt.title('优惠券使用')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('数量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6286f01",
   "metadata": {},
   "source": [
    "### 3.9用户优惠券使用频率的箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f47755c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x='user_id', y='coupon_id', data=data1)\n",
    "plt.title('用户优惠券使用频率')\n",
    "plt.xlabel('用户 ID')\n",
    "plt.ylabel('优惠券量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f358d16",
   "metadata": {},
   "source": [
    "### 3.10商户优惠券发放数量与折扣率的关系（散点图)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aabeb082",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='discount_rate', y='merchant_id', size='merchant_id', data=data1)\n",
    "plt.title('商户优惠券发放数量与折扣率的关系')\n",
    "plt.xlabel('折扣率')\n",
    "plt.ylabel('商户ID')\n",
    "\n",
    "# 旋转X轴标签\n",
    "plt.xticks(rotation=45)  # 将X轴标签旋转45度\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ff1204e",
   "metadata": {},
   "source": [
    "### 3.11用户优惠券使用频率的热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cedc5275",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(data1['user_id'].value_counts().head(50), annot=True, fmt=\".0f\")\n",
    "plt.title('用户优惠券使用频率')\n",
    "plt.xlabel('用户ID')\n",
    "plt.ylabel('使用次数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "017308f0",
   "metadata": {},
   "source": [
    "### 3.12优惠券使用与折扣率的联合分布（六边形图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4892817",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.kdeplot(x='discount_rate', y='user_id', data=data1, kind='hex')\n",
    "plt.title('优惠券使用与折扣率的联合分布')\n",
    "plt.xlabel('折扣率')\n",
    "plt.ylabel('用户ID')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46189d18",
   "metadata": {},
   "source": [
    "### 3.13用户优惠券使用频率的小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b7163dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x='user_id', y='coupon_id', data=data1)\n",
    "plt.title('用户优惠券使用频率')\n",
    "plt.xlabel('用户ID')\n",
    "plt.ylabel('优惠券')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "879b9b24",
   "metadata": {},
   "source": [
    "### 3.14优惠券折扣率与距离的关系（散点图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36d89be5",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='distance', y='discount_rate', data=data1)\n",
    "plt.title('优惠券折扣率与距离的关系')\n",
    "plt.xlabel('距离')\n",
    "plt.ylabel('折扣率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "954a3325",
   "metadata": {},
   "source": [
    "### 3.15绘制热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d154bd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#绘制热力图\n",
    "sns.heatmap(data1.corr(), annot = True, cmap='RdYlGn',linewidths=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd6e02aa",
   "metadata": {},
   "source": [
    "# 四、数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "543155c7",
   "metadata": {},
   "source": [
    "### 4.1数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a2185ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取训练样本\n",
    "data.pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\09\\小课\\数据集\\train.csv\")\n",
    "#处理date_receieved属性并将其转换为时间类型\n",
    "data['date_received']=data['date_received'].astype('str').apply(\n",
    "lambda x:x.split('.')[0])\n",
    "data['date_received']=pd.to_datetime(data['date_received'])\n",
    "#处理date属性并将其转换为时间类型\n",
    "data['date']=data['date'].astype('str').apply(\n",
    "lambda x:x.split('.')[0])\n",
    "#自定义discount函数处理优惠率属性\n",
    "data['discount_rate']=data['discount_rate'].fillna('null')\n",
    "\n",
    "def discount(x):\n",
    "    if ':' in x:\n",
    "        split=x.split(':')\n",
    "        discount_rate=(int (split[0])-int(split[1]))/int(split[0])\n",
    "        return round(discount_rate,2)\n",
    "    elif x=='null':\n",
    "        return np.nan\n",
    "    else:\n",
    "        return float(x)\n",
    "    \n",
    "#调用discount函数将满减优惠形式的值改写成折扣率形式的值\n",
    "data['discount_rate']=data['discount_rate'].map(discount)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4e1e15c",
   "metadata": {},
   "source": [
    "###  4.2数据变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82fed165",
   "metadata": {},
   "outputs": [],
   "source": [
    "#标记样本\n",
    "#建立训练样本分类标签\n",
    "#创建label列值为0，假设所有样本均为负样本（领取了优惠券在15天后使用或领取了优惠券但未使用），记为0\n",
    "data['label']=0\n",
    "#优惠券ID为空（即未领取优惠券进行消费）的样本为普通样本，记为-1\n",
    "data.loc[data['coupon_id'].isnull(),'label']=-1\n",
    "#领取了优惠券在15天内使用的标记为正样本，记为1 \n",
    "data.loc[(data['date']-data['date_received']).dt.days<=15,'label']=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6343362",
   "metadata": {},
   "source": [
    "### 4.3构建相关指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "852e837b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#构建指标\n",
    "quality=data.copy()\n",
    "#导入自定义特征包feature_name构建用户、商户、优惠券、交互相关指标\n",
    "from feature_name import feature_name\n",
    "data_user,data_merchant,data_coupon,data_mutual=feature_name(\n",
    "train_quality=quality)\n",
    "#对构建后的用户、商户、优惠券、交互相关指标进行数据拼接\n",
    "#将样本与指标类型表进行拼接\n",
    "merge=pd.merge(data_user,quality,on='user_id')\n",
    "merge=pd.merge(merge,data_merchant,on='merchant_id')\n",
    "merge=pd.merge(merge,data_coupon,on='merchant_id')\n",
    "clean_train=pd.merge(merge,data_mutual,on=['user_id','merchant_id'])\n",
    "clean_train.isnull().sum()#统计缺失值\n",
    "clean_train.finall(0)#缺失值填充\n",
    "print('构建指标后训练样本的形状:',clean_train.shape[0])\n",
    "#写出数据\n",
    "clean_train.to_csv(r'F:\\大三上\\数据分析与数据挖掘\\09\\小课\\数据集\\clean_train.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c2ceb6f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36c31f8f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83732eae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af047411",
   "metadata": {},
   "outputs": [],
   "source": [
    "模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a337db7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#建模函数\n",
    "def get_train_model(datasets=datasets,model=GradientBoostingClassifier(n_estimators=100,max_depth=3),features=['Discount_rate','Distance'],label='label'):\n",
    "    #4.提取正样本和负样本组合成新的样本\n",
    "    data_pro = datasets[datasets[label]==1]\n",
    "    data_neg = datasets[datasets[label]==0]\n",
    "    # datas = data_pro.append(data_neg)\n",
    "    datas = pd.concat([data_pro,data_neg],axis =0)  #按列连接\n",
    "    datas.reset_index(inplace=True)\n",
    "\n",
    "    #5.提取两列特征值进行建模\n",
    "    X = datas[features]\n",
    "    y = datas[label]\n",
    "    #划分训练集和测试集\n",
    "    x_train,x_test,y_train,y_test = train_test_split(X,y,test_size=0.2,stratify=y)\n",
    "    model = model\n",
    "    model.fit(x_train,y_train)\n",
    "    pre = model.predict_proba(x_test)[:,1]\n",
    "    #评估模型\n",
    "    auc = roc_auc_score(y_test,pre)\n",
    "    return model,auc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ab67f8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#预测函数\n",
    "def get_predict(datas=datasets_yc,model=model,features=['Discount_rate','Distance'],outfiles='result01.csv'):\n",
    "    data_yc = datas[features]\n",
    "    pre_yc = model.predict_proba(data_yc)[:,1]\n",
    "    result = datas[['User_id','Coupon_id','Date_received']]\n",
    "    result['probability'] = pre_yc\n",
    "    #保存为提交所用的csv文档\n",
    "    result.to_csv(outfiles,index=None,header=None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ceb4694c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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